{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-03-06 14:25:01.672017: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 AVX512F AVX512_VNNI FMA\n",
      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
      "2023-03-06 14:25:01.816909: I tensorflow/core/util/port.cc:104] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.\n",
      "2023-03-06 14:25:02.373740: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer.so.7'; dlerror: libnvinfer.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: :/home/ubuntu/data/miniconda3/envs/tf2/lib/\n",
      "2023-03-06 14:25:02.373832: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer_plugin.so.7'; dlerror: libnvinfer_plugin.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: :/home/ubuntu/data/miniconda3/envs/tf2/lib/\n",
      "2023-03-06 14:25:02.373840: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly.\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "import tensorflow_compression as tfc\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import os\n",
    "import h5py\n",
    "\n",
    "from BalleHP import BalleHP\n",
    "from read_data import read_data_numpy"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## General Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.python.ops.numpy_ops import np_config\n",
    "np_config.enable_numpy_behavior()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams[\"font.family\"] = \"serif\"\n",
    "plt.rcParams[\"font.size\"]   = 14"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-03-06 14:25:10.662903: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
      "2023-03-06 14:25:10.664341: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
      "2023-03-06 14:25:10.673380: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
      "2023-03-06 14:25:10.674622: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
      "2023-03-06 14:25:10.675814: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
      "2023-03-06 14:25:10.677017: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n"
     ]
    }
   ],
   "source": [
    "tf.config.set_visible_devices([], 'GPU')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_model_files(folder, name):\n",
    "    files  = os.listdir(folder)\n",
    "    files  = [f for f in files if name in f]\n",
    "    models = [f for f in files if \"model\" in f]\n",
    "    losses = [f for f in files if \"losses\" in f]\n",
    "    return models, losses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def show_image_comparison(img, reco, id, format):\n",
    "    \"\"\"Visualize the original image and the reconstructed image side by side.\"\"\"\n",
    "    if format=='channels_first':\n",
    "        img  = np.transpose(img, (1, 2, 0))\n",
    "        reco = np.transpose(reco, (1, 2, 0))\n",
    "    \n",
    "    # check if the images are normalized\n",
    "    norm_img  = np.max(img)  <= 1.0\n",
    "    norm_reco = np.max(reco) <= 1.0\n",
    "\n",
    "    # Create a 4x4 grid of images\n",
    "    fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(14, 7), constrained_layout=True)\n",
    "    axes[0].imshow(img  if norm_img  else img.astype(np.uint8)) \n",
    "    axes[1].imshow(reco if norm_reco else reco.astype(np.uint8)) \n",
    "    \n",
    "    axes[0].axis('off')\n",
    "    axes[1].axis('off')\n",
    "    \n",
    "    fig.suptitle('Original image (left) and reconstructed image (right) (id: {})'.format(id))\n",
    "\n",
    "    # Show the plot\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def select_random_images(data, n):\n",
    "    \"\"\"Selects n random images from the data.\"\"\"\n",
    "    idx = np.random.choice(data.shape[0], n, replace=False)\n",
    "    return data[idx], idx"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Constants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "DATA_FOLDER  = \"../data/stl10/stl10_binary/\"\n",
    "DATA_FILE    = \"unlabeled_X.bin\"\n",
    "\n",
    "CH_FORMAT = \"channels_last\"\n",
    "EPOCHS    = 50\n",
    "NORM      = \"normFalse\"\n",
    "LAMBDA    = 0.5\n",
    "\n",
    "MODEL_FOLDER = \"../models/\""
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_path = os.path.join(DATA_FOLDER, DATA_FILE)\n",
    "data      = read_data_numpy(data_path, CH_FORMAT).astype('float32') \n",
    "\n",
    "if NORM == \"normTrue\":\n",
    "    # normalize the data to [0,1]\n",
    "    data = data / 255.0"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Choose the trained model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Models:  ['model_hp_channels_last_epochs50_normFalse_20230306112301.h5']\n"
     ]
    }
   ],
   "source": [
    "name = \"hp_{}_epochs{}_{}_l{}\".format(CH_FORMAT, EPOCHS, NORM, LAMBDA)\n",
    "\n",
    "models, losses = get_model_files(MODEL_FOLDER, name)\n",
    "print(\"Models: \", models)\n",
    "\n",
    "\n",
    "model_path = os.path.join(MODEL_FOLDER, models[0])\n",
    "loss_path  = os.path.join(MODEL_FOLDER, losses[0])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train/Test loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# open the .h5 file containing the losses and load them as two numpy arrays train_loss and test_loss\n",
    "with h5py.File(loss_path, 'r') as f: # type: ignore\n",
    "    train_loss = np.array(f['train'])\n",
    "    test_loss  = np.array(f['test'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "epochs = np.arange(1, len(train_loss)+1)\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 5), constrained_layout=True)\n",
    "ax.grid(True, which='both', ls='-', lw=0.5, c='grey', alpha=0.3)\n",
    "\n",
    "ax.plot(epochs, train_loss, lw=2, label=f\"train loss (final: {train_loss[-1]:.2f})\")\n",
    "ax.plot(epochs, test_loss,  lw=2, label=f\"test loss (final: {test_loss[-1]:.2f})\")\n",
    "\n",
    "ax.legend()\n",
    "\n",
    "ax.set_xlabel('Epoch')\n",
    "ax.set_ylabel('Loss')\n",
    "\n",
    "# fig.savefig(\"./plots/hp_losses.png\", dpi=300, facecolor=\"w\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Image Reconstruction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-03-06 14:25:30.944101: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 AVX512F AVX512_VNNI FMA\n",
      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n"
     ]
    }
   ],
   "source": [
    "vae = BalleHP(N=128, M=192, k1=3, k2=3, c=3, format=CH_FORMAT)\n",
    "\n",
    "if CH_FORMAT == 'channels_first':\n",
    "    x = tf.zeros((1, 3, 96, 96))\n",
    "    \n",
    "elif CH_FORMAT == 'channels_last':\n",
    "    x = tf.zeros((1, 96, 96, 3))\n",
    "else:\n",
    "    raise ValueError(\"CH_FORMAT must be either 'channels_first' or 'channels_last'\")\n",
    "\n",
    "# call the model to create the weights\n",
    "_ = vae(x)\n",
    "\n",
    "# load the weights from the .h5 file\n",
    "vae.load_weights(model_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "img, ids = select_random_images(data, 4)\n",
    "\n",
    "img_reco, rate_recoi, rate_recob = vae(img) # type: ignore"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABWYAAALHCAYAAAANV5tCAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy88F64QAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdeZwkRZ3//09eVX3MMAzXwAByCIgiioIIKgIiKDfKIqAi6rqsKOsFyIr6FV0vEC9A1gNRV/AA5BJE5BTkBhFbvHZlBJEbGWZ6uruqMjN+f8xW/2am8/Pu7pye4tjX8/HgsW5FR2RkHJ+IjK7pjEIIwQAAAAAAAAAAPRM/1RUAAAAAAAAAgP9rOJgFAAAAAAAAgB7jYBYAAAAAAAAAeoyDWQAAAAAAAADoMQ5mAQAAAAAAAKDHOJgFAAAAAAAAgB7jYBYAAAAAAAAAeoyDWQAAAAAAAADoMQ5mAQAAAAAAAKDHOJgFAOAZ7LrrrnuqqzBlQ0ND9o9//OOprgYAPC0URWE33njjU12NnhsbG7Nbbrllxsv9+9//bn/5y19mvFw8Nf7yl7/Y/fff/1RXAwBWOQ5mATyrLVy40E466SR79atfbfPmzbNGo2Hrrruu7bTTTvbZz37WHnvssRm71u9//3tbf/317YADDrAQwoyVG0KwAw44wNZff337/e9/P2Pl1vHd737Xoiga/2+XXXaZdhlf+MIXbM6cOfbDH/5w5iv4f8jo6Ki95S1vsXe84x3jn+2yyy7L9c93v/vdGb1mu922r3zlK7bNNtvYnDlzbM6cObbNNtvYMcccM6X8d911l22++eZ26aWXzmi9niqf/vSnl2vvt7/97U91lQDpXe9613Jj9oQTTphW/qfTevRMd++999p2221n3/72t2uXsSr64/77719ujERRNCPlLqssS9tjjz3sqKOOsk6nMyNl/uAHP7Att9zS/v73vy/3+Q9/+EObM2eOnXTSSVMu66yzzlrpvc5kFixYYF/96lft9a9/vc2fP98ajYbNmjXLXvSiF9lxxx1nDz/8sJv3pptusqOOOsq23nprmzVrlvX19dmmm25q73jHO+w3v/mNm+/tb3/7hL71/vvABz5QWcaiRYvsIx/5iG2++ebW19dn8+fPt7e97W32pz/9yb3uxhtvPOXrXnjhheP5/v73v9uWW265UnMEAJ4RAgA8S/34xz8Oq6++epg7d274yEc+En7xi1+EO+64I1x++eXhIx/5SJg7d26YM2dO+M53vjMj1/vCF74QzCyYWXjsscdmpMwQQnj00UfHyz355JNnrNw6nnjiiTA0NBQ+/elPBzMLO++887TL2GqrrYKZhX322WfmK/h/RLvdDrvssktYd911w4IFC8Y/v+eee8LQ0FDYbrvtgpnN2NjuevOb3xzMLBx44IHhl7/8Zbj++uvD3nvvHbrbie44XbZOK/rEJz4R4jgOP/zhD2e0bk+FRx55JAwNDYUjjzwymFk4/PDDn+oq/Z+y0UYbBTML11xzzVNdlVq+853v1I6jdf39738PQ0NDYf/99w9mFj7xiU9MK//TaT16Jrv33nvDeuutF3bZZZcwOjpau5xV0R+dTicMDQ2Fyy+/fLzs6Tr88MMnHV+/+c1vwmqrrRb23XffkOf5StQ4hG9+85vBzMJ//ud/TkjrrlEvfOELp1zewoULV3qvo9x7773jbfuGN7whXHzxxeG2224LF1xwQdhtt92CmYW11lorDA0NTch7yCGHBDMLq6++evj85z8frrnmmnDTTTeFT37yk6Gvry+kaRpOP/30yusefvjhIY7jMDg46P7XaDSCmYUvfelLE/I/+OCDYbPNNgtZloXPfe5z4ZZbbgnf+973wnrrrRcGBwfdWLzRRhuFLMvkdZMkCWYWfv3rXy+X98wzzwxmFk488cTpNzQAPENwMAvgWekb3/hGiKIobLXVVuHBBx+s/JkHH3xw/JBwJh5o7r///rDrrruGY445ZqXLWtGxxx4bdt1113D//ffPeNl1rMyBwg9+8IPwspe9LFx99dUzX7H/Iz74wQ8GMwuXXXZZZfrOO+884wezDzzwQDCzkKZpWLRo0fjnf/3rX8PBBx8cQpjawWwIIeyxxx6h2WyGu+++e8bq91T6xCc+wcHsU4CD2fqmcnDmebqtR880RVGE7bbbLsyZMyc89NBDK13equqPBQsWrNKD2RCW7gfMLHz84x+vWcsQbr/99pCmaTjkkEMq06+++urwspe9LPzgBz+Ydtmrao522/ZNb3rThLSiKMIOO+wQzCy85jWvmZD+4he/OKRpGu64444JaWeffXYwsxBFUbj11lsnpB9++OGT3sshhxwSGo1GeOSRRyak7bLLLsHMwte+9rXlPr/zzjtDkiRhzTXXDI8//viEfBtttJEcC3mehw022CC85CUvqUw/4ogjQhRF4YorrpB1B4BnKv6UAYBnnZtvvtmOOuooazQadvHFF9u6665b+XPrrruuXXzxxdZsNu24445b6b/Vuf7669vVV19tX/jCF1aqnConnXSSXX311bb++uvPeNm9duihh9qtt95qu+6661NdlWekP/zhD3bKKafYK1/5Snv961/fs+vec889Zma2zjrr2OzZs8c/32ijjexHP/rRtMr63Oc+Z61Wy/7t3/5tRusIYNV7Nq1HT4UzzjjDbr/9djvqqKNs3rx5K13eM7k/Dj30UNt6663txBNPrP23Yd/3vvdZURT2qU99qjJ91113tVtvvdUOPfTQlanqjGo0GrbVVltVroFxHNsb3/hGM1u6n63yute9zl760pdO+PzNb36zPfe5z7UQgn3961+fdr0ef/xxu+CCC+yAAw6wtddee7m0yy+/3K699lqbN2+e/eu//utyadtss43tu+++9vjjj9vJJ5887etedtlldv/999u//Mu/VKZ/8pOftDRN7b3vfa8VRTHt8gHg6Y6DWQDPOkcffbR1Oh07/PDDbdNNN5U/u+mmm9phhx1mRVHYscce26MaAvV99atftaIo7K1vfWtPr9v9O4BZlq10WS996Uttq622squvvtruvPPOlS4PAJ4pvvKVr5iZ9TyGP1297W1vs3a7baeccsq08958881244032vbbb2+bb775KqjdqjF//nz73e9+Z6961asq0/M8N7Olvwhd0eGHH27vec973LK32morMzO7++67J6R96lOfsjPOOMPN+/3vf99arVblAen3v/99MzPbc889LUmSCen77ruvmZmdffbZE9J+9rOf2bvf/W73umeccYYNDAzYm9/85sr0dddd1/bYYw/785//bBdffLFbDgA8U3EwC+BZ5fbbbx9/w/GBBx44pTz/9E//ZGZmt956q91+++1m5r/84qyzzrKXv/zlNnv27PHPr7322gkvNrj22msrr3XZZZfZLrvsYrNnz7bZs2fbdtttZ9/4xjdswYIFy+VfffXVzczshBNOkC8XStN0ufS//vWvdtFFF9kOO+xgg4ODtuaaa9qhhx5qDzzwQGV9FixYYCeeeKK9+tWvtvXXX98ajYbNnz/fDj74YLvjjjum1H5Tde211y5X14033ni59Ne+9rUTXlw1NDRke++9t82ZM8fWXntte9Ob3mQLFiwws6Vvs/7MZz5jm266qfX19dlWW201/uCwona7bZdccom97W1vs6222spmzZpls2bNsm233dZOOukka7Vabr3LsrRTTz3Vtt56a+vr67M111zTXve619k111wz4WVoBxxwwIT8F110ke2xxx62xhprWLPZtI022sgOO+wwu+uuu6bdhmVZ2jnnnGNmZq9+9aunnb+r+xKv7bbbzmbPnm2Dg4P2ghe8wI499tgJLxzp9lv3G8733nvvhLHefelY1yabbDJhXK7oNa95jZlVP8QpIyMj9uMf/9gOOugge97znmcDAwM2Z84ce+UrX2nf/OY3rSzLCXmqxtbvfvc722+//Wzu3Lk2ODhou+yyi/vtJLOlbxH/1Kc+ZVtsscX4C08OP/xw+9vf/jat+ndVvVym3W7bCSecYM973vOs2WxWvnhneHjYPvnJT9rWW29tAwMDNnv2bHvJS15in/rUp2zRokXu9e677z5773vfa8997nOt2Wza7NmzbZtttrH3v//97n3fd9999p73vGd8jq255pq2++6727nnnjul+xkbG7OPfOQjttFGG1mz2bTNN9/cvvCFL7gvR7zrrrvszW9+8/hLZdZYYw3beeed7Utf+tJy7dx9gc29995rZku/EbfimJxODD/jjDNkbDrmmGOm9FK9EIKdddZZtuuuu9oaa6xhjUbD1l9/fdtnn33s61//+nj//PWvf7UoisZf3PfLX/5y0hcNXX/99XbAAQfYOuusMx6nDzzwQPkvPZ588kn70Ic+ZBtttJH19fXZRhttZP/2b/9mTzzxhJtHqbMeXXDBBfayl73MBgYG7DnPeY4de+yxtmTJEjMze/TRR+1d73qXzZs3zwYGBmznnXe2W2+9tfLaTzzxhJ155pm2zz772HOf+9zx8bHbbrtVjkevHZrNps2fP98OO+wwW7BgwYSXIXUPTbumEyun4s4777Q//OEPts4669iWW245Ib0qVv3xj3+0gw8+2ObNm2dxHI+3/WT90fXAAw/Yu971LltvvfXG16D3vOc99uijj47H7qoXL63o29/+tr3oRS+y/v5+W3fdde3d7373hJjTXRO/973vmdnSbzpO9rK57lrwgx/8YNovTu2+RLRqPezOs8leYrbiGr/OOuvYgQceaL/73e+mVZeZUhTF+OHj2972tgnpH/zgB22vvfZy83fvc3BwcELac57zHNtss83cvGeccYZtsskmtttuu01Iu/LKK81s6bdjq3S/wXvfffdNeBHYC17wAvdfrz300EN26aWX2pve9CabM2eOW7e6ewYAeEZ4av+SAgDMrM997nPTfgHXsi/P6L5coOrlF5/61KfCnnvuGS6//PJw4403hje84Q3jf9/wT3/6UxgaGgrz5893/+bhqaeeGswsrL322uGb3/xmuP3228P5558ftt1223DggQeOX2doaCj8/ve/DyGE8PDDD8uXC/3ud78LQ0ND43lPOOGEsN9++4VrrrkmXHnlleGNb3zj+EsvOp3OhDptu+22wczCW9/61nDFFVeEm266KZx++ulh/fXXD1mWhQsuuKCyzer83bXh4eEwNDQ0/iKHjTbaaLn0BQsWLPfiqmOPPTa84hWvCBdffHG44YYbxv+u6kYbbRT+8Y9/hCOPPDKcfPLJ4dZbbw3f/e53wxprrBHMLPzkJz+ZcO2f/vSnwczC+uuvH775zW+GW265JVx66aXhLW95SzCz8MpXvjKMjY1NyFeWZTjooIOCmYWXvvSl4YILLgi33357+OY3vxnWXXfd8TGw3XbbhaGhoXDvvfcul7/bb7vssks4//zzww033BBOPfXUsOaaa4Ysy8LZZ5895fYLYenf0rP//Tuv7Xbb/Tn1N2afeOKJsOOOOwYzC0cccUT4xS9+Ea666qpw3HHHhSRJwrx588Jvf/vb8Z9fsd/mz58fhoaGxv8bHh4ef+lYdxxefvnly/1MVV27L2t58YtfPK026M6jLbfcMpx11lnh1ltvDRdeeGF4/etfH8wsHHTQQaEsy+XyrDi2jjnmmLD99tuHCy64INx4443hox/9aIiiKAwMDIS//OUvE645MjISdtppp2BmYbfddguXXXZZuO2228LJJ58cnvvc54Z/+Zd/mfbfmF3x5TI77bRTeN3rXhc+8IEPhBtuuCH84he/CM9//vOX+/uO9913X9hiiy1CkiThuOOOC9dee234+c9/Ho444ohgZmHzzTev/DuTV111VZg9e3ZYffXVw1e+8pVw6623hssuuyy8613vClEUBTMLl1xyiZvnlFNOCbfddlv42c9+FnbfffdgZuGwww4LRVHI+9lrr73C5z73uXDrrbeGH/7wh2H99dcPZhY+97nPTajjT3/605AkSXjRi14UfvSjH4XbbrstXHbZZePzb+ONNx7/2fvvv3+5eHvmmWdOGJPTieHd8erFpgcffHDSl+q1Wq3x8vbZZ5/w85//PNx8883hjDPOCJtsssl4nAhh6cv7lm2rbvzo/nfPPfcsV/bnP//5YGZh6623Dj/60Y/CTTfdFM4888zxv7Fb9VKcRx55JGy55Zbjf8fy6quvDjfffHP42Mc+Fl70oheNrznT+Ruz012PPvnJT4YDDzwwXHvtteGKK64Yn6P77bdfGB4eDnvttVf44Q9/OP7iojiOw6xZsybE0RBCOProo4OZhR122CGcf/754dZbbw0//vGPw8tf/vLxOV1FtcN66603HiuPPPLIMDQ0tNy+YbqxcipOPvlkuXZWrYPPe97zwre//e1w2223ha997WshjuNw+OGHT9ofIYTw3//932Hdddcdv8df/epX4frrrw9HHXVU2GyzzcKLX/ziYGbh05/+dBgaGlru74cv+zdmTzjhhPDOd74z3HDDDeGyyy4Lr3nNa4KZhde97nXLXa/7gtDuy+W67dr97+GHH55Qx9HR0RDHcTCzcOedd06rPV/4whe6c7I7z9RLzNQav8kmm4zvO3rxd6Aff/zxcN1114W99tprvO3UOu/Zeuutg5mFj370o9PKd+ONN46PhRU99thj4214/vnnV+Zf9meq9mGez372s8HMwq9+9Sv5c7/4xS+CmYW5c+cut/YAwLMBB7MAnlUOO+ywYGZh9uzZ08o3a9as8cOGZS37YLLrrrsu9+bg7suQlj2E9V5G89vf/jakaVr5QoZFixaFjTfeWL5kY7KXC3Xzbr/99svVMc/z8TqtePASwtKD2Te84Q0TPv/v//7v0N/fH9Zaa62wZMmSCekr80KMa665pvLwo6v7oDxnzpwJL27rPti/4Q1vCKeeeupyad2XXrz85S+fUGb3YPauu+6akNY9VKs63Dj99NPHD3QXLly4XFr3ZRdeO5x22mnBzMKOO+444Y3TQ0NDIY7j0NfXF/7nf/6nsh2qdA+ONthgA/lz6mD2n/7pn4KZhQ9/+MMT0r72ta+NH3quWOfJ+i2Eqb/8K4Qw/rCcZVnlLw08p556ahgcHAwPPPDAhLQ99tgjmFn48Y9/XJm32y6rrbbahAPMt771re4Bz4c//OFgZuElL3nJhAfln/70p+OHCnVe/tWdS0mShOOPP365tO6LcUJY+kKY7iFU1Ru3jz322GBmYffdd1/u87/97W9h9dVXD1EUheuvv35Cvg996EPBzJb7JUw3j5mF6667brmf73Q64RWveEUws/Af//Ef8n6+/OUvL5d25ZVXBjML66yzzoQH6+5hQtV82GuvvSrH3VRe/jWdGD7V2FQ1r4455phgZmGPPfaY8IuB++67L8yZM2fCLyGmEkcvueSS8YPpkZGR5dIeeuihMHv27Mq+fdOb3jR+SLyiU089dXzM1nn511TXox133HG5fh4dHQ1z584NZhYOPPDACfG4G4uPO+64CWUeffTRYcMNNwzDw8PLfd5qtcZf4nnzzTdPyDdZO3TrWtUOdWOl8ra3vS2YLf1lqNIda319fRNekrjHHnss1/aqP7ox46ijjpqQ1j3s9sb0snPnwAMPXC5teHh4fN/0u9/9bkLe6b5cbr311gtmFr773e9O6edDWHrwmqZpMLNw5ZVXuj+nXmI22RqfZZmco295y1vC7Nmzw2mnnTblelfZYostxuu4xRZbuC/2nMyf//zn8XX1b3/727TyvvOd7wxJkoS///3vE9J+85vfjNfvl7/8pVtG9xd9p5xyypSuWZZl2GyzzcLzn//8SX/2T3/603gd/vrXv06pfAB4puBPGQB4VnnsscfMzGzWrFnTytd9mVE3f5UPfOADy/1drfXWW88WLFhgO+yww6Tlf/GLX7Q8z2233Xazl73sZROu/d73vnda9fX88z//83J1TJJk/J/4Vf1z5SOOOML+3//7fxM+32yzzewVr3iFPfbYY3bVVVfNSN2ma999953wT9+6/8T30ksvtXe+853LpXX/qf0dd9xh7XZ7ubQtttjCvvzlL9uLXvSiCdfp/lPBH//4x8t9HkIYf5HbkUceOeGf2G2zzTbuy7dardb4i0g+9rGPTfh7bC984Qttjz32sLGxMfvP//zPyjKqdF+OstZaa005z7LuvPNOO++88yxNUzv++OMnpB9xxBE2e/Zs++Mf/2iXXXZZrWtMVffFIp1Ox+67774p59t+++3ttNNOs/XWW29C2mGHHWZmE/tyRXvvvfeEF+V0x8+K82R4eNhOP/10M1v696tX/Bu7++yzjz3/+c+fcv09URTZ0Ucfvdxnb3jDG8b/dMdFF11kt9xyi6277rp2xBFHTMjfzXvFFVcs909wv/CFL9jChQttl112qfx7hu9///snfHbSSSeN59lpp52WS0vT1D7ykY+YmdmJJ55oCxcurLyfJEnsXe9613KfvfrVr7YkSeyRRx4Zv6+uP//5z2ZW/c9vjzjiiMp/WjtdKxPDlYceemj872N+9KMfnfBPpjfccMPxl/lMV3eeHnvssdbf379c2rx58+wtb3mLhRCW+yf4CxYsGP/n/f/+7/8+ocx//dd/lf9keKb88z//s8Xx//+o0dfXZy9/+cvNzOzhhx+eEI+7c/Cmm26aUNYee+xhp5xyyoTx0Wg07JBDDjEzG/8zL11TaYe5c+dW1n1VxcrpxvA999zTXvCCFyz32dlnnz2lFyxde+21dsstt5iZ2XHHHTch/cMf/vBy/aOs+LKnwcFB23bbbc3Mf0HVdHTXg+m8AOzee+8d/1usddbEqazxe+yxh5v/scces7PPPtsWL148rXW8yiWXXGJ33HGHnXPOOfac5zzH9tprLzv44IPln6epcuKJJ5qZ2cc//nHbYIMNppxv8eLF9uMf/9j23ntvmz9//oT07p8fMTNrNptuOY1Gw8yWrptTcc0119j//M//uC/9WtayLyOr+6I4AHi64mAWwLNK+N+/T+b9LbGVyVf18L7xxhtbX1/fpOX//Oc/NzP/74LuuOOOU6nmpKre0tvdZD/yyCMT0o444gj374V1N/XdA5Neq6pX9+Friy22sIGBgeXSupv2PM/t8ccfXy5tiy22sA984AOV1/Hu849//OP44dF0++2GG26wRx55xKIosle84hWVP7PFFluY2dK/LzlV3UOwFQ9opuqCCy4ws6UHw1UHM2ma2iabbDLtetWx7D14h3tVtt9+e/dvKU51zE5nnlx//fXjD5mrcv5uvvnmtsYaayz3WV9f3/jfO+323Q477FD54pV58+aN9+myfdfNV/V3S82W/s3BK664Yrlx2v07k16e7ufDw8N2xRVXuPez4i/Isiwbn8MrtvNzn/tcM1v6i5IVH7r3339/+/a3v115nelYmRiuXHrppdZut63RaLjz/f/9v/83fsA/Vffcc4/99re/NTOzV77ylZU/UxVHfv7zn1sIwRqNRuU9Z1k2fqi2KqkYXpXWjeEPPfTQhLQ99tij8m94m/nzfmXaYVXFyunG8Kp6r7XWWlM6iOweGG+66aaVh3TrrLPOpC9I7XrJS14y4bPuL06r9hbT1W2P6awFy/5snTVxZdZ4s6X9cOihh9qsWbMmHFxP1+abb24vfelL7aCDDrJf/OIX9va3v93OOecc23fffa0oiimV8ctf/tLOPPNMe9WrXjX+y7Op+uEPf2hLlixxD0i7e+SZdsYZZ1ij0aj8W7orqrtnAIBngvSprgAAzKTug93ixYunla978KIedtZcc81adVq4cOH4S0Ke85znVP5M1Zt366j69k/30KHqBVftdtu+/vWv27nnnmt/+MMfbNGiReMvT+r+36l+82GmVd1L90CqKi1N//8lrepef/Ob39hXvvIV+9WvfmUPPvjghJ9Z8T6XfXnFdPut+zbkEII7prrtO52XR42OjpqZTfjW5lR163XXXXct117L6j4E1n2p1VR1v1ljtvSFXtPxy1/+0r72ta/ZLbfcYo888oh1Oh0z+/8fHicbs9OZJ91xEMex+w2kmZi/k8WXbt9ddNFFU+67RYsWjf/vjTbayC37ta997fj/XjbPii/B6po1a5atueaa9vjjj9vdd99tBx100ISf8b6J6LXzySefbG984xvtiiuusM0339xe9apX2QEHHGAHHnigrPt01I3hk+n2zfz5892+2Xjjjd32nKxcM3MPELtj/rHHHrOxsTHr6+sbH7Pz58+vPMQ3m7k1R6kbw72XMV500UV2xhln2K9//Wt7/PHHx78t6c37lWmHVRUrpxvDV2bMdu/fW7/Mlt7///zP/0xa1oq/NDLTe4vp6q4H01kLum1pVm9NXJk1vusHP/jBtK87mSiK7MQTT7SzzjrLrrvuOjvvvPPs4IMPlnkWLFhgBx10kG2xxRZyjfB861vfsvXXX9/23HPPyvRlf8mm+rv7r5Wm8q/W/vGPf9j5559vb3zjG6c0zldmzwAAT3cczAJ4Vun+k7/Fixfb448/PqXN3mOPPTb+QPfCF77Q/TnvwW4yyz4set/qqHvQtqLp1HF0dNR23XVXu+WWW2ybbbaxU0891bbYYovxf6b2sY99zC666KJV9k2Jyah/YjnVf37Zde6559qb3/xmi+PYPvCBD9gee+xh8+bNM7Olb6x+3eteNyHPyvRb958fNptNu/3222XdptNn3QeTqX6DxqvXK1/5ykn/6eVqq61W6xpT1T1UMdP/NHJFX/rSl+zoo4+22bNn23HHHWevetWrxuf5bbfdZu985zsnHbPTafPuOGg2m+436mdi/k5Wp27fHXTQQfbxj39c/my3PZb9Z7BT/UbZVPN005588snK9OnGyz333NPuvPNO++IXv2g/+tGP7Prrr7frr7/ejj32WNt3333ta1/72oQ/PzFddWP4ZLptVveb7JOVa2Z21VVXTbqedcdhd8yq+szUmqPMZAx///vfb6eccorNmzfPjj/+eNt2223Hv8l60UUX2cc+9rEJ835l2mFVxcrpxvCVGbMzOQ6m21/T1V0PprMWLHtQV2dN7OXebLrWXntte+ELX2h33nmn/exnP5MHs48++qjttddeNjAwYJdffnnlIbpy11132e23324f//jH3fG27C8lV/wXSct+3p2DU4nV3//+963Vak3pzxiY1d8zAMAzAQezAJ5VXvva147/E6477rhD/n2wrl//+tfj/3sqPz9dy35zYNlveCyr+42/XjrttNPslltusbXWWsuuvvrqCd9gWn311Xtep1Wh1WrZu9/9bsvz3P7jP/7DPvaxjy2X7n2zY2X6rfs3i1utlm255ZbT/vaKZ9lyVya/mf4lRC8sew9T/ZvQDzzwwPjfijz99NPtrW9963Lp6m9E19WtW6vVshBC5eFsL+Zvt+8ajcaU+27ZAyNvDNfN002byb9VuuWWW9q3vvUtO+WUU+ynP/2pnXXWWXbppZfaRRddZL/+9a/t7rvvXm4M95p3+NNts6m28VQte68bbLDB+J97mEx3zKr6PBVrTl233Xbb+N/wPe+88yb8rWTvl18r0w6rKlaubAyfjmfSOOi2x3TeD7BsH9Vpz6fr3qyr+23dBx980P2ZJ554wnbffXdbvHixXXfddbX+dcG3vvUti6Jowt/tX9aaa65p8+bNs4cfftj9hviyn2+11VaTXveMM86wTTfddPxvS0+mzp4BAJ4p+BuzAJ5Vtttuu/G/8Xf++edPKc9PfvITM1v6N8Ze/OIXz3idVl999fG/xea95Ggm/kbbdHX/Lt4OO+zg/rPjZ4OhoSH7xz/+YWbm/jO9KltuueX4/55uvy37IK/+mej3vve98b8/PBXdf27ZvZ/p6tbrv//7v92fefTRR+2MM86wu+66q9Y1pqp7iBpF0ZQfJm+88cbxB+Xp9OXK6I6Dsizt/vvvr/yZXszfqfTdggUL7IwzzrB77rnHzJYeGHbHzL333uvmW7JkiY2NjU3I89e//rXy54eHh8e/NbUqDvj7+/vtTW96k1188cV200032eDgoP3tb3+bckyvq/sNvBVfHtjlzbtuGzzwwAPLfatrWZ1Ox4aHh8f/hMlULNu2qt9/8pOf2HnnnTf+/3fHrKrPU7Hm1NVdq2bPnl35AjvPyrTDqoqVKxvDp6N7/+rlik+XcdBdD6bz5z6W/fMDddpzZdb4lfWRj3zE3vCGN8if6f5rBO+XUYsWLbLXve519tBDD9lVV1213N8LHh4eduP3ssbGxuzss8+23XfffdK27/7Jm9/85jeV6d0vOWy44Yb2vOc9T5Z188032+9+9zt717veNeV3Qiz7i9fp/lkYAHi642AWwLPOF7/4RcuyzL73ve9NujFdsGCBfe9737NGozGltxzX1T1E8l4SUvUW6lWt+0/OvH/2var/xmivLHt/Vffq3efznve88Qed6fbbK1/5yvE/lXD55ZdX/sxtt91mb3/726fV989//vPNbOnLcer8iYnum+Effvhh9zDhu9/9rv3Lv/xLrQfd7j+DXLZuP/vZz5b7VnpX91tAG2644YQXuXmWLbfqgGtVjNmddtpp/MH4qZy/3b6744473G8Gn3zyyXbEEUcs91n34f/aa6+tzPOnP/3JZs2aZZ/97Gcn5Lnmmmsq83Q/nzVr1nJ/n3ZlrLvuunbppZdO+Hz77bcf/5cMK74UqvtN9GXHxbXXXmvXX399rTp05+xjjz024duxw8PD7iHd3nvvbc1m09rttt14442VP3PYYYfZvHnzlnu7eVX9H3nkETvvvPPs8ccft0033XT8JVleHHn44Yft4IMPtp/+9Kfjn73+9a+3KIqs3W7bzTffPCFPp9OxO+64o7K8p6Nl16rpxPCVaYdVFSu7MVx9C3Km7LXXXma29CVyVW30yCOPjP8SZ6ZVje2777678pcrZVmO/x3+ZQ9LJzNr1qzxf2Jfpz1XZo1fWQ8++KBdeeWV7i8MFi1aND7utt9++wnpS5Yssb322ssWLFhgV1111YSD0PPOO2/85XTKueeeawsXLpzSnxM47LDDzGzpS+Wq1t9LLrnEzGzCv2Sp8q1vfcvSNHVf5Fml28eNRmPKL60DgGcKDmYBPOvssMMOdtppp1mr1bL99ttvfMO/oocfftj2339/a7fb9p//+Z/2spe9bJXV6eijj7Ysy+zqq6+22267bbm04eHhSf+G3arQ/Wbxr371qwkHHn/+85/thhtu6HmdVoWtt956/GDt3HPPnZB+5plnVuaLosiOO+44MzP7+te/PuFvad511132i1/8ojJvs9m0T3ziE2a29BcFKz64l2Vp//7v/z7ttznvuOOO1mg0bGRkxP32prLNNtvYm970JjOzyr/J+NBDD9kXv/hF23bbbaf8zwuX1f2nl903Jud5bgcddJBdeOGFE37297//vZnZtK7z8pe/fPxvHS77DcGu73znO9Os8eQGBwftqKOOMrOlf992xX/aeskllyz3kqZVZb/99rMddtjB8jwfH1vLuvvuu+273/2uveENb1juofXYY4+1uXPn2rXXXls5pz//+c9blmXLPSB38/zyl7+ccMhZFIV9/vOfNzOzf//3f5+xP3ny8MMPj//rhWWVZWl/+ctfzGziC7BWHG9mZkcccYR961vfqlWHTTbZxNZee23rdDp2yy23LJf2rW99y/2267x58+z973+/mZl99rOfnTCv/vCHP9jFF19shx566HLffquq/5VXXmkHHXTQeLz5zGc+Y2a23Dehl9WNUR/4wAfGP9t4443tkEMOMTOzE088cUKeb3zjG/bEE09U3svTUXetGh4envAvDNrttp199tmV+abSDt7fSF5VsfLVr361mS3/4qlV5dWvfvV421Xd/0knnbTKrl01tr/61a8uN0677rnnHmu1WtbX12c77rjjtK6zMu05lTV+sn/Rcthhh9lqq61mp59++rSvPzw87PbBRz/6URsdHbXZs2fbO97xjuXSxsbGbL/99rPf//73dsUVV0zpzwZ4zjjjDFt77bVt//33n/RnX/e619kuu+xiDz300IQY+9vf/tYuvvhiW3PNNe2YY46R5SxevNjOOecc22effWy99dabcl27e4Ydd9yRvzEL4NknAMCz1DnnnBPmzp0b1lhjjXD88ceHK664Ivz6178OV1xxRTj++OPDGmusEebOnRvOO++8yvxDQ0Ph8ssvD2YWzCwMDQ2FoaGh8MQTT0z42T/96U9haGgozJ8/P5hZOPPMM8PQ0FAYHh4e/5nTTz89mFlYe+21w7e+9a1wxx13hAsuuCBst9124aMf/ej4dZb18MMPh6GhoXDkkUcGMwv7779/GBoaCvfff/9y1+3mvfzyy8Of/vSnEEIIw8PDlXkffvjhEEIICxcuDJtvvnkws7DllluGs88+O9xyyy3h29/+dlh//fXD7Nmzg5mFI488cvy+n3jiiTA0NBQ+/elPBzML2223XRgaGgr33HPPpP3Rrc+ZZ54ZzCzMnz8/DA0Njdf3/vvvD0NDQ2G77bYLZhY+/elPh6GhodBut8fzrnjd7r3cc889E9phaGho/Npf+9rXgpmFJEnC+9///nDttdeGK6+8Mrz97W8fv89uH3frE0IIZVmGQw45JJhZeOlLXxouvPDCcMcdd4RvfvObYZNNNgkf/OAHg5mFnXfeufKe3/e+942371lnnRVuv/328JOf/CTstNNOIU3TcM4550zabivaa6+9gplV5u22w4ptuOyYffLJJ8OrXvWqYGZhzz33DJdeemm49dZbwxlnnBE22mijMG/evPCHP/xh0n5btv273vGOdwQzC4cffni45ZZbwjHHHBOiKAo33njjhLruvPPOwczChRdeOK37P/bYY4OZhb6+vnDCCSeEX/3qV+FnP/tZ2Hvvvcf7slvH7rhUYyuEUHl/y47p0dHR8frutttu4ec//3m47bbbwhe/+MWwzjrrhH322adyfiremF62Xiu6//77w/Of//xgZuGtb31ruPLKK8NNN90UvvKVr4S11lorbLHFFuGhhx6akO+aa64Jq622Wpg7d2445ZRTwm233RYuu+yycOihhwYzC2ecccakeW6//fZw2WWXhd133338+kVRTHo/3THS7YMVY2T3Xrtz8O1vf3v42c9+Fm6//fZwySWXhP322y+YWTj44IMn1PGTn/xkMLPw+te/Ptx8883h5JNPDmYWfvjDH47361RjeNdnPvOZYGZhk002Ceeee2647bbbwuc///mw9957h5122mm58bNw4cLxfO12Oxx44IHBzMK+++4bLr/88nDzzTeH008/PcyfPz+84AUvCE8++eRy11q0aFFYbbXVQpIk4eyzzw7XXXdd2GabbcILXvCC5dr25JNPDlEUhfnz54dvfvOb4bbbbguXXHJJ2H///YOZhS996UsT7uOxxx4LL3jBC4KZhTe96U3hmmuuCTfffHP4+Mc/HubPnx922WWX5eL7inO5ysqsR9283Tp3r9tdIyebgwcddFAws7D66quHL33pS+Gmm24KF154Ydhxxx3H5313zC07/1Q7bL311uN99olPfGLC/U43Vk7F2NhYWGONNYKZVba5F6uq1tjJ+iOEEP7yl7+E9dZbL5hZeM973hNuuOGG8Ktf/SocddRRYeeddx6/v+985zvLlV01d7p16O4DVuzLZefVL3/5y2BmYaONNgpXX311OP/888Pqq68e/vVf/3XCfXznO98JZhYOOOCAabVlCEv3eWYW9tprrwlp7XbbjQFdao1fb731xsdH1V7n0UcfHS/3hS984bTqfdRRR43nPeSQQ8JPfvKTcPvtt4dLL700vPGNbwxmFlZbbbXwi1/8YkLe7nqTpmkYHBys/K/ZbE7YT67oT3/6UzCzcOyxx0653g8++GDYbLPNQqPRCJ///OfDrbfeGv7rv/4rzJ8/PwwODoZrrrlm0jK+8Y1vBDMLl1566ZSvG0IIhx9+eDCz8JWvfGVa+QDgmYCDWQDPak888UQ48cQTw0477RTWXnvtkGVZWGuttcKrXvWq8NnPflY+oHc3zSv+t+IDTAghbLTRRpU/u+Im9ec//3l49atfHQYHB8Ps2bPDK17xinD++eeHv/zlL+Mb7WV94hOfqCz38MMPd6+70UYbhRCWHqxU5V32AfSxxx4L733ve8NznvOckKZpmDNnTth1113DueeeO74JXva+uw9QK/7nHUwuy6tPt74rXq/734IFCya9l+6h2Yr/LevCCy8MO+20UxgcHAyNRiNsuumm4d/+7d/CTTfdVFmfrqIowqmnnhpe+MIXhmazGdZaa62w//77h7vuuit8+9vfDmYWXvva17r3femll4Y999wzrLnmmiFN07DuuuuGgw8+ONxxxx2TtlmVn/3sZ+MPcyvy2mHFMdtut8Npp50WXv7yl4dZs2aFRqMRnvvc54b3ve99Ew72vLavOsx4/PHHw6GHHhrmzp0b+vr6wlZbbRW+973vTajnAw88ENI0DZtssknI83zabfDtb387bLvttqG/vz/09fWF5z//+eH4448PF110UeW4VGMrhOq5vuKYHhsbC5/61KfGH0rXWmutcMABB4Tf/OY3E+Zpd34qql279aoyPDwcPvOZz4QXv/jFYWBgIDSbzfCCF7wgfOxjHwuLFi1y8917773hPe95T9hkk01Co9EIq622Wthtt93kw/G9994bjjzyyPE8c+fODa95zWvCj3/84ynfT3eMTNYHd999dzjuuOPCjjvuGDbYYIPQbDbDhhtuGHbbbbdw3nnnhbIsJ1xzdHQ0HHnkkWGdddYJjUYjbLbZZuGkk04aT59ODO8qyzKceOKJ4bnPfW7IsixsuOGG4bjjjlvucL773/e///0Jec8666ywyy67hDlz5oQsy8Kmm24aPvShD4V//OMflde76qqrwnbbbReazWZYY401wp577ll52HfjjTeGAw88MMybNy+kaRrWWmutsM8++4Srr77avZeFCxeGD33oQ2HDDTcMWZaF9dZbL7zlLW8JCxYsmNAfVQeTK1qZ9cjL210jJ5uDnU4nfOELXwhbbbVVaDQaob+/P2yzzTbhxBNPHD/o8ebfsu3QaDTCBhtsEN797neHxx9/PBx22GHBbOkBaJXpxMqp+vCHPxzMLHz961+fkObNk6o1drL+6HrggQfCP//zP4d58+aFZrMZNt1003DccceFkZGR8V82nHXWWcvlUXXw9gErzqtTTjllfB7Nnz8/HHHEEcv9MqNr7733DmYmx7Kn3W6H9ddfP/T390/Yzy1YsMCNActacY2fO3du2H333cM111wz4V5X7IdDDz00zJo1K5x22mnTqndZluHKK68M73nPe8I222wz/guaOXPmhG233TZ85CMfcX/BN2fOHPe+1H2uqPtLzmV/GT0VTz75ZDjuuOPCZpttFprNZlhvvfXCW9/61vDHP/5xSvlf9rKXhQ022GBaa//Y2FhYc801w+zZsyvHEAA800Uh1PgjdQCAGXXnnXfaS1/6UltvvfXsgQceeKqrgyn68pe/bB/60Ifs0EMPtR/84Ac9u+7uu+9u1113nd1999222Wab9ey6M+VDH/qQffnLX7bzzz9/0hegAMCqsv/++9vFF19s3/jGNyb8feZV5YknnrDnPe95tsYaa9jQ0JBlWdaT61Z58YtfbL/97W/t8ssvH/9bzr1055132nbbbWf77LOPXXTRRbXKOOuss+ywww6zT33qU/bxj398hmuIp4NTTjnF3v/+99uXvvQl++AHP/hUVwcAZhx/YxYAeuQ//uM/3JeU3HnnnWa29O/j4unjgQcesE9+8pPui7aeqn77zne+Y2uttZa94x3vcN8g/3R15ZVX2qmnnmpHHXUUh7IAVqkbbrjBvve977np3TfM9zKGz50718466yz7y1/+Yh/96EdX6bUuueQS98BzZGTE/vznP1uSJLbddtut0npUWbx4sR1++OG28cYb1/670GZLXzb1tre9zT73uc89o15qh6kZGhqyj33sY7bffvuN/y1vAHi24WAWAHrkxBNPrHxBRKfTsa997WtmZvae97yn19WC8MADD9gJJ5xQ+ZKv++67zy644AJbbbXVpvQW4pm0wQYb2FVXXWUPPvigHXDAAT299sq47rrrbP/997ejjjrKvvrVrz7V1QHwLHfTTTfZ+973Pnv00UcnpJ1//vl233332Stf+Up70Yte1NN67bHHHnbuuefa6aefvkpfwvXzn//cPvShD9no6OiEtK9//es2NjZmhxxyiK2xxhqrrA5V2u227bzzzhZFkV111VXjLwur64wzzrCDDz7Y9thjD/vjH/84Q7XEU+2Pf/yj7brrrrbXXnvZj370o/GXfwLAs036VFcAAP4vOemkk2xsbMz23Xdfmzt3rt1zzz325S9/2X7961/b8ccfb6997Wuf6iqiwpvf/GY7/vjjbYcddrBms2l33HGHffazn7U8z+2cc87p+UOtmdmWW25pv/71r+3LX/5yz69d1+LFi+3CCy+03Xff/amuCoD/IxYtWmS77rqrHXfccbbllltau922K664wk466STbcMMN7b/+67+eknodcMABdtddd1X+4m8m3XPPPfba177WPvCBD9imm25qixcvtosuushOOeUU23rrre2UU05Zpdev0m637Y1vfKMdffTR1t/fv9LlZVlm3/nOd+zcc8+1hQsXrnwF8bSwcOFCO+200+yQQw55qqsCAKsUf2MWAHrk+uuvt/POO8+uu+46e+CBB+wf//iHrb766rb99tvbe9/7Xttrr72e6ipiBe12237605/aT37yE7vzzjvtoYcesiVLlth6661nr3nNa+yYY46xrbba6qmuJgCgwuOPP27nnnuuXXTRRfbnP//ZHnroIQsh2CabbGL77befHX300bbWWms91dVcZe6//34755xz7Kc//aktWLDAHn74YUuSxLbYYgs76KCD7H3ve58NDg4+1dUEAOD/NA5mAQAAAAAAAKDH+EMtAAAAAAAAANBjHMwCAAAAAAAAQI9xMAsAAAAAAAAAPcbBLAAAAAAAAAD0GAezAAAAAAAAANBjHMwCAAAAAAAAQI+lU/3BE//jnSI1moGqLFNa5JcXgsrpJ0bqDDqShdbi3oK6lGhGdd+qvSyovhFptdrEL0+PEFUPkU00ShTV+51D8MqsWUXdjjXnjerTWv2m2nHm6xjJxlRzX91bdZocBqFuTKgbL+q2pfNx7WqUNetRb9zpbnPKFOXpVvT7VI+fuvy2dK9Wcw0L8s4LVWhNNfu0zpXkOlXvYnrNnP78VuNHzSh1KT2lRPvL5lL7AfdqosAaY3wSHz3hezVz9t6Hj/1XNy1r+FvoRixaJ61u76jouFnKwu+HWMT0UKo0N8k64nqhyP2MsXNvYjGOE78dk1is0yIpKf32L8R4D0HEUieb6mpLMr84Ocf9OjZS0V6Nhl8X0eGlU5e87Y/JvPTbKhLXipwxYmaWJn6nRnHipsk54AThWNQjSf12VNEyz/02KYu2n0+FC/+2LXLmR6r2vpFfYKL6JvPHciPzx6Sa30GMocKJQTKPmPcW/LiV535a0RHXU88Rcg/ltLOofymuJbpN7x1FcxWqKcX8bnv9JtY3E3Fe3VssBrp61qy7ny7y6nsrCzHv5UZJxFCVTawdar6pfK12dV3UOmWJH0tSUY9IrWHixtWYjMVmO/X2JebXvyj9NNWn1/zqLjft+mtv9jP+L74xCwAAAAAAAAA9xsEsAAAAAAAAAPQYB7MAAAAAAAAA0GMczAIAAAAAAABAj3EwCwAAAAAAAAA9xsEsAAAAAAAAAPRYOvUfjWb84lFUp8xQszw/X111rhdEO0ZBpEWi/kGcr8t8fpKJunhlRqtgjOhu86+XppmbVhS5f7ngXFC0R1Bj0k2pn6jGgmquyP09jBwIIkndgGovpaxTpNUKJXXvW1K/6xL9Ji7n3ZuMCZLomzoVMZPNFclEL04qNePMKlke/P52Lxf5Y1zOX9E3al2Rc2rGY/bMr7P1r6fmm4qvboqbJxbXitOGm1YUHTdNxjs/aZKM1WNBrWHySmpdVLHkGSSJ/ftIQ8tNy3N/3kWheuudRYWoh5tksYjNQcSoINaQUnRfLvq29NLU0i7aOI6nvxddSpQZ/Mrkpd8HpXMTqo3T2E8rVD06fpqKG0nedtPkM4uTlnf8/XKe+/VQl0rUYFZravD7Jk78EkPh9JuoY0OkpYl4dBbreyn30yKfeMZLnbkjZ0bp91tR+DnzUjw7lf4zVyTmQFDzraxuExXv3PhjZpEKQmJsqXFeivU2SfxBmTgDNorEQI78doxFG8dicpQi0HeceWM2yfoeV7dlW4yfUox/v2f0HkQFoUKMO7WfC84YisQ6JZY3eW6SJGKci35LUz8+qTWgtOpxXuSirUR5UaLWdb+/1XgNTkww0+2VOnMxjVUs9+dUWfh13HKzjf0yp4BvzAIAAAAAAABAj3EwCwAAAAAAAAA9xsEsAAAAAAAAAPQYB7MAAAAAAAAA0GMczAIAAAAAAABAj3EwCwAAAAAAAAA9lj6VFw+h+vMo8vNEIlFkM+dSk1J1kaWG6jPvKCrV1aZSpZ5Q7ewJXofWLG8KV3RTOp32jF4pilRf+2kiyaKa/R1EXXQ7O2MviDxq4sgJV7eO4ndFau5496D6TaUJciyIBpNjQbald28iT+2IV1fd+V1dT1maTKwxRsz0WKjbb85YDnXnm6DqEZy1aGm+mR6vNeLPpPwyVVvqvlFlVt94EHnSNPMvJdpfUh1Qe75V51NrkayGnBxTq9HTXRQKN001TZIlIq1R+Xkj8Ussc78ejdTfygdRyyIXczL291BJ6V+vKL19hn+pJPXbqtFsumkqfhWtjpsWRCxKxGNR4eSLRbDJnL5eWg8/X6vtt38UqZheb3+VNarvO8v8tlL7bFVHuRbU3F9Z5I+hIlSPhdIbq2aWliImJuLeYjUW/HzqrmNRZuzcdiT3omLeiDYpRL5OKfb8hT8XZZc69y0uZbmIk82Gv04niYppfvuXojKqTHPmRxLVO5aR+0pvkJhZLMZyKtYj+dyb55WfF6JvSjFG9FbIv7coFvNUjPNI9Ju31sbqWiIWpqL9IxEni0LErsyvfyTaK2lU908prlWWfp+qWKjiTKnOdpyxtZR/bwP9/ZWfx2INVnFGrWGDs2arjJPiG7MAAAAAAAAA0GMczAIAAAAAAABAj3EwCwAAAAAAAAA9xsEsAAAAAAAAAPQYB7MAAAAAAAAA0GMczAIAAAAAAABAj6Wr+gJRFInUMM3PzSwkNcoziyNRpvl1DCqbyGfe9UKNPGYWqTrWaWKbrG+U6nxRrPptRi/1v2WqtlRJNe675vipNfwnuZ7stxrjNYhMsq1E+0eyvUqRVvN3RZFXpuoAUX9532pS1WxLlRZX31vt2KT6W4ytoC8oyhQ1CU5/u/1ppgd5zRgqA4ZfF5kv1Og3GZpWQQya8cDslxdkvPDnvZxuYr7VHK5ug2VJ5maZNXuum9Zq5W5aOSbGVtFy01Sn6tt21gDZWDXnfZ119mkobfjb5ERsR+PEz9fIqtNi88dKboV/MTE2myKtHXXctI5fFYuT6c/lUoT0WKz7UexfK4n9Ns4jf/6Upd+WSeqXmUXVbSmqaGnqD5JSTK1UjJ809fs0FoOyFPM8de5btVVw1rjJ6qHWpKLwx6SSNvw2ieLqunRyEZvFmGx3/DYpxUBPxbyJE7H3FetjXlTfQxD1iMWADWoPLsZPkYsJrsaJmt9ldZp3z2ZmY60xN02Nu75Gw03z5oaZWUcEyna77aZ506rZbLp51JraztU8VeNOrW9+WhT74yR25lvqrHtmZnHql6fipJ43Ip9TRzO9H/ViaFmoWCjqoTYRYkqp9k/E+qCeWWJnnMRpvTM5td6YHK/+GqD2Y/39/n0P9PdVfl6q50L5GOrnWzL8uMg4Ob4xCwAAAAAAAAA9xsEsAAAAAAAAAPQYB7MAAAAAAAAA0GMczAIAAAAAAABAj3EwCwAAAAAAAAA95r/e7Cml3rKnXtHsJ6k30dV8V3q9dxXLFxWrN6KLt9bKNunhm5HlW7fr1kO9jrFeXeQY8vLJ8tSr+0SbxOqN4jXfbi5q4udR91YrSZLvlld9I9WpjZo3spb10moGE3coyFtWBap8Pl39ujGoTmVWxcgTVxP1ly+zd8ZQ3flWdwCpeKGCqJqL8r7d8mTAnvG0uv3m5SpL/+3LC594yC9Q1l/tdWrGGXFztdZheSl1rbqx/GlGviXev0f1RuKQem8b999U3Br13/CdiK18nIk+UturmmG7cPZDiXiLdOq0h5lZKuOG315JKt66Ld6greZIGbwY4Nexk/v9FkS+EPx7K8p6byJXa0FwXhNfildTl96r5c2sEGnqdeN6ffQHXtGZ/rqairfOp+JV6rGKo4lfR/UGeVWk3uo5ZYr5Fos01f7iMVSWqV5vXuZ+fHW3vqLfkqThpsWR36dqLsbqesFPK0v/3oqiOpaoZ321bykLMTdEvItVLJFz398Ptdqt6muJSzUamX8tuWHz09Ks6efL/H5Tc6Bw2qTudicS/Z3nfhvLcSJCby761Nt/xOKII7hrollH1N8bI2ZmjcwfC03Rb3J+O/Uc64g2Fu0Ycr/DB2fN9jNOAd+YBQAAAAAAAIAe42AWAAAAAAAAAHqMg1kAAAAAAAAA6DEOZgEAAAAAAACgxziYBQAAAAAAAIAe42AWAAAAAAAAAHosneoPRlG0Ci4//TJVNUIIIp9/Bu3nMjMrVW2mnaab0U9U91anHSc3s31Tn+rwmkXWzeeq+fuN4N+bbMua9ffKzLI+N0+7M1KrGnJm1B4oNdurDtk3Yp7KeCFEInZ59y3qGGTvzPAA0kmT8Ooi5lTd+Vunjc0shLprQB0q3om0qOa4k2r0d1DrrFqf63WqXBZV/VV/O3NYXUvtL+qv6yrN729dFzeXXwvVN3I/VqMaT0Nl3nHTYjUnEz8tb3sX8/tVtWe77RVoVuZ+vjQRjwClmK+iMkVefcFYxPRGn78HSRL/Wuq+01jUP2mINL+e3tzqdPx6tNr++OkT993X6HfT2h2/U732N9PxJomblZ/HIg7FsT/Gi8Kvh1o1s8xv/1Luy/y5kyVZdXlivtWNv4mIv7HYSxSiLkUo/DKjpPJzuU8Vc1vtYePYjxexuF4hmjkXbRKX1WXG1bdsZmZJ6ifGIi0S91Z2/Drmag0QZWaN6jGp6piLea/W/UZDxHln/JiZlWIOdMS6WBbV4zVL/GslIpZ02mNumpqmmViDY1GXWGyhImdMmve5mZUi7qq5WIo09TyTizWg0xH7GadNVB074lpyX6LinYjlofRjYd5W62J1XTodv7yiEOulmDdLhkfdtKngG7MAAAAAAAAA0GMczAIAAAAAAABAj3EwCwAAAAAAAAA9xsEsAAAAAAAAAPQYB7MAAAAAAAAA0GMczAIAAAAAAABAj6VT/cFIpAWVL/JT/SRxXqwvJhLrSWK/iYKoS+klqvoL8tZEG8ueWxV1qSGIhoxWQZ+qIus0iaxizTbWFxSFBr8ywalMJx8TF/PnYqRurma31e1vbwxFkaq/KE9Wo+Z8qzkYvOkRiUpGcb06qpi2Kgaz39/+terXol7fRDUHs1eijj+iT8W8D2os+JerrVacVH0qB55qk5pjWe1L/J6rdy0r/WvJeKd+b67aUtXFCyYqj6LG3aoYeb1XFGp/4qelovu8MZYkIlMjE9fy27rIW36aikVF4Vel2XTT4rS60NFRvx55kbtpSeJXMhZzKxV7d3d/bnp7FTudmgZ1Lb/+aZr41xJ9k4hEtefpdPx2LvKOU6DfxmXpj5FQOOWZXj+Spt+WSeK3VyT61BtDbTHGQ+m3lbqDMq4Xt8ua8TLJnOuJ9uiI+47F+LFYrGWi/qrfzBpuSunUMwS/HmovURQin+jvVluME7FOq31Z7IyTOBIxQezrIyfumpkliTrH8OtfiLaM/W6zzIlrDVHHTKxvkfntr+ZULNLyjr8elWpf6fR3o9Hn1yP2+3Ss03bT5L2JhUptI9rBb8vSmR+RqL83js3M+vr8fYKJfCoGtUZH3bRc3HdaVvepjBeirdSeZXDWbL8iU8A3ZgEAAAAAAACgxziYBQAAAAAAAIAe42AWAAAAAAAAAHqMg1kAAAAAAAAA6DEOZgEAAAAAAACgxziYBQAAAAAAAIAeS6f6g6HmBUKI/ESRVEckCgw17yBSZ9eRX6afpG5a1FFdS9RR37Vfl2iG+0bWoubFVLYgb1zct5smCpQXU7/7UPlUWs32qnGtVTEO1DytG2n8MaT6TZVXK5tZqPm7Ljm/ncqIPJKoYyTL9NP0fJtZ9cdkzfrL601/oOimKutWpFY+dd9qLHhjMor9PHHibzfy3L/vEHI3TdHjpF6b1LuWr+46NUmpNdL8mBDXjMmhbnx6monFfaj+y0t/3CbBmQtBzH+RFsX+3IrixE1TfRsl/vjLUr/MRtZX+Xmn49e/VG0VZ25a3Ki+lplZnvtlBtEmpZh3Y6Otys/V/Fdpqo4mnp3K0u+3RMTZVPSbNxSKovDr0en45Qlp5tcjisX+XEw4mc/5PIg5FcR9Z5nfxo3MH69yTBaiLpEfnxNn7pelX/9IpCWZ2B+KdSLPxThRcU0onHFeFH476vkmYpDYZ3Q6or3EfItEv3lbvVzUI5RqnyQuJceWyufft65LdWXUGInF/I1FvE4Scf4hxl0+NubnE+timjWdz9VzlX9vxUjbTVP9lohQ3hAne2Xq16Wde/Otet0zm2SM19yX5G2/TVq5qIsaQ1F1XVRs1ed//rWWDC/2800B35gFAAAAAAAAgB7jYBYAAAAAAAAAeoyDWQAAAAAAAADoMQ5mAQAAAAAAAKDHOJgFAAAAAAAAgB7jYBYAAAAAAAAAeiyd6g9GFkSa4p/9BlFmHVEQ5YlKqnqUZeHni/SdT7ceupJ+mmrFSJQZxaVfprieV0/VHDPd15MTlVH1dMZQFIn6y7ZaFfct5mKs6unMRTVtRHlquqlC9Xid6fYSv3uqOV7jOHHTVLxQ5Ahyx55uST/Jn/ey33SHz6jgjVWbZIzUja91x53K5qbVjE2qHio+ybV7+nHezKwM1eN8jblrunlmz5njpj3w9/vctE67br/Vu7coqp7favzLrYfq7hpr0WSiSOy5vPWt1pX00tfLeLEqNZpNN03uC0TnNrLqMRaJ9arodPxrSWoPmLlpjT4/zZw5YmaWO/eQNQZEef66mYtxFIk27oh8zVTdm+iDsrrMJBFzrhT7bJFWirR222+vvj6xdqoJ6ybVi6NJLOqh2rgj9iexf704+GOycOZpUPNNtH+r7c9FvRaI+qf+43iei32lc8EkEeXFfnmx6Jsk8+dNnuduWlnUm8NlqO4DtT9MEn8cJLHfJqVoY7XnT9R6K54HvOdvb/9hZpY464aZWZmLeSPWKbm7EvOtEAPdmzuqrdR6qcaIF5OX8tMSMd8azYZI66v8vNnsd/OUoq1SMbZMnNGI8CTXB91c1YXmLT/exWItbTTVuZWIhSIu9zeq29/MLG34bekNIVUPNW86bT/eDc6a7Zc5BXxjFgAAAAAAAAB6jINZAAAAAAAAAOgxDmYBAAAAAAAAoMc4mAUAAAAAAACAHuNgFgAAAAAAAAB6jINZAAAAAAAAAOixdMo/GUV+WhBptQS/GuIsOUSlKNPPF4l782syGadMVWAkE+uliTJDUOfyoi5OmbL2qvqykevdt7peJNvZSVNtJcrT16rZp5LqNzU/nNLqjpHaZra/Q1DtoZL8toqjzE3TobDwk0Q9vSKDbKtVMe56199q3kSiHrGoYqdUY6FeLJHk3HeyiPbXpdXsG1VHMZjjuDouLFy40M3zxBNPiIqoGFovBqmpX6e9aq0bT4mZrouYG6KRdfs/c6SJP/6caWBmZqXaMofq9SVWY0yUV6g+SvxtfizSInFzhYilee6sc6KtksRfU6O45j5PXLCUWyE/0d9P+O2RJH4l87phW9x3KW6uyHM3rdlsVn6epYmbJ4mr85iZBdEmZenvhYK4uSTx66LHZPV9q/U2bfhjsiw64lp++6syEzUXxb2VTiyJxDhQfRpEDCoLsYcVVL+pseCF3jTxx52aG2qMqG1eloo1QMSLdt7280XV/R2r8S9iYWFiTHb8OqpxF4t+08HXaS8xtvLCj02xiKFB9Km3zprpZzUVlkdHxyo/Hx4edfMkYg+h4mTW8PsmL9S9iXYWccFbu9VeoL/Pn4tpo+GmtTv+eG2LsaBmahKLtcpLEn0jQpMFMTWWDC/2E6eAb8wCAAAAAAAAQI9xMAsAAAAAAAAAPcbBLAAAAAAAAAD0GAezAAAAAAAAANBjHMwCAAAAAAAAQI9xMAsAAAAAAAAAPZZO9QejELlpImmyUqs/jUSBQRUn6hj8M+hIlinSZppoSNkm0szni9xOUOf8qpHr1aOuEPy6RM711BiXNRTjTopKlVivzB6K1FhQ1ZcN7feb16V1500IiZtWlG2Rb1XMUy9N5VHjR6k7T2eaX/8g7jsX9S+DKLOstwikSebnirw5oK4l0tT6IOoYVkWfOnEtWDHz16od73o3B6LIjxdyLIu1aJJAWSutTjyUVRTkGvBMItYd1ZxqX1kWeXWe1N+SqzmeJv74azYabpqKDUW7uo5mZom4XhZX17NdiPko2rEUiYmIv3Gq5p1/b6oyidOpUelfK0n9tmrnfryMEn8s9DXVo5tfl0Kkpamz9y3FPM78euS538ZB1KOh5oBIKzsdN82TxP69ZQ0R03PxPOmMfzOzQsyBVtvfV6r5Fjn3UHb88tLMnzftjt9vRc1YmKR+e6kYlDhtmYp+G2v5910U/nyL3f2aWSQWwaDaRNxbnFTfW1n6dQxB7K/E/jZxrmVmloo0E2mx6PAorh6vwVn3/jfVTcnFWC4LP1+aiD6V1/NjSSevzleIe/OfBcxSsT4EdUSn9h4iTsYiLntdGot2TMW11HOVmot9fU03TY4TNXece0tU4BJLn7rW4KzZfsYpeJbsnAEAAAAAAADgmYODWQAAAAAAAADoMQ5mAQAAAAAAAKDHOJgFAAAAAAAAgB7jYBYAAAAAAAAAeoyDWQAAAAAAAADosXTKPxmpxFA34/SLU+WJfKoWkcoY/Jx17jqq0RyTXav2jdfmFaprOf3yzCyqWaZqEtUJbn+rAuved918pUib2Q6PxL2FsArGncgX15imqo6xupZIK0Ul9fyuF2e8+BRk36h6KPXaS19ONUr1WA6iPeSVRLYsTdw0VX81htTaUbsLvGupOFP7YjUnalTdb6q0ENTvgVVMqxvvZG1EWp3yxJVq7mfkOqXGnZw7Ne5bFqfqP9Mz4KlRBn/8hdK/x0KkNRuNys9j0dhFkfv1EP2qui9N/JgYOXN8aZmins59x7E//xMRm0sxgdQIU2UWeUfkrLEGijGSd8T4EfnSxG+vSHynJhHtHIs5WeTtys9bLb+t0kbmXyv2Hy8TMe6K0r9ePjrqpqlxkiTVdRHVsEj0TSnWpMjUWBZlinih2qssi8rPi1LU0cljZlYUflqSijEp1qsgrmeiv8ui+h46kV9eEPfdyPwxGYv6l6Ufe1NVppjDIapOKwoRy0XAi1Mx38QioOKF2lD7LWKWt6tjife5mVl/X9NNi522MjMrRE3UfFMbsyAedoIz99Osek03M2tkfpxU8z7P/XEeq7koyhTLuqVunFR7d/9anY6I5bnfb1Em2l9Mgk7ectOKVvWNqzkaR+KZUbTjkuHFfuIU8I1ZAAAAAAAAAOgxDmYBAAAAAAAAoMc4mAUAAAAAAACAHuNgFgAAAAAAAAB6jINZAAAAAAAAAOgx/zV+KyjlW1/VK8zVm9udc2H5omX1HtZ6rw0Pdd+yLqtSnXHVvKe49uvSaxXp51FvkxQFitcE1n3bu+43VZfqK+rmqPlm87pvDQ9i2qpXLjplyraq28ZSvYyl7Lbqe8uyPjeP93ZNM7Oi8N8eqt6ILN+WLnKpuePHp7pvRBdvvAziLbKixNqcsazqr99yr2JJvTuQbxtWy5vTznXrIam5Ifu7Xlz2C1Rvba7bp7UDjajL9PMEWcm6aUq9+647XutlqrtBeuZQb+tW40i97Xewv3pdimP/LcCdjv8WY+fl5WZmtmR4xE1Tb+TOGv6bpBP5luxqkWiPUsQhtT9vizZR4y9VbyIXUuceCvHW+VK8WTsTb3RX864j32jt31ua+uMrz6sHkXrLfXvM3yclqX/fkdonia5RLwePE//eUueN9Wq+xWL9S8TbuksxGdW2LBP1Lwu/v+Oo+t4aTf8t8aqt1CN7IsZrotpf9Fvuv7jdOi3nLesi8MYNVUc/plkhxqu4NzWGgkjLi+qGVutGkog4KWJQEK+QL0ScCcEfd7loL296R2LdUHE+TvyxnIpjrFLELrW/TTN/nORldczLRZxPVOCSzxB+YhyrfZ44i1FLnzP51U6uFAEjEuus2nuoCyZinGQNf5wkTgyV8U7Mt6Lt9/fgrNl+oVPAN2YBAAAAAAAAoMc4mAUAAAAAAACAHuNgFgAAAAAAAAB6jINZAAAAAAAAAOgxDmYBAAAAAAAAoMc4mAUAAAAAAACAHkun+oOxRW5aUBkjP1/klunnkVcLKl896t7ErfnlBb/EqE6Bk1gVZdYiq1Gvv3Uu1c6qLtOvh1a3/UW+qF5d/LEw8/cm44Wov7w1kRic6xXFmCpQpPhpqZjDpWjLQnWpGJR+zJj5fpPxQtx37ZrE1dfTcVIOEjdFFCljQhDriowl6oLPBLXW05qxSf2OWPR3Wc58G898t6nff8/8HNb19xJlcJp+cZOV+QySNfxtcqQaQO19k6Q6Qcy5JMvctCz201o26qYVhZsk6xKn/vWSRnVanrfdPKMtPy322srMkkTtQXxq2JZFx89XOglqTRLToCy8As3yIhdl+nfX9qtvibPempllaXU79w30u3lU/A2lf28m0kLwB2Uixp1aCvK8usxUPAFHsShQXEztfRMxKNPUT8wL9RxUfW9qbAXz0+LYr4feJ/llFqK92rkYsM71xDDWc7v0x5a6b3W9dkfEC7kGVA8+/Swg5pRqEzXfxFhQHV6IOOnlS5wYY6bHSBDzJkR+mSbWDnVGEMTRWNasrkxo+c+a7bZY39wUPSZVnGw0Gm5aZKIPOtVrjswjNpwdJ+6aTXZv4jlajVe5+XXGpNhDRGKdzVI/35LhxaIek+MbswAAAAAAAADQYxzMAgAAAAAAAECPcTALAAAAAAAAAD3GwSwAAAAAAAAA9BgHswAAAAAAAADQYxzMAgAAAAAAAECPpTNTTCSS/DQvJYgrhTD98iZLk0TGUIpsUfVdRKI9Vg2/NSPZKv7NBece9J35qSGIOsaq1Lr3pkZYnf5R5Ykr1RwLsr1kmWLAOmLZVKJP5bXqxQvZ3858U9WPRR3V+MlV9UW+WNRGdOkqGJHTHwdm+rd4qsQg536duvQ6hiqq47w4WS8WaqpMlU+1v+jxqN4Y8gTVjjLeqTkl1jDZKDM9vuq2lbi3miXOPLlb61ktVqUkzdy0SCyQZen3eztvV35edESeTu6m9TX9rXySqG1+4V+v3fFzFf59x2V1PcvgX0uNlbzTctOStOGmNVL/vkunjksT/aSirL6HROxT08yvh4pDWZL4ZYoxWTp1/N9EP825BRUNs8yvo2riSOQLpdpp1Fs727nTJuLmYrH+dcTckOt7qfYLfloqxkKUVF9P1dHEGEnEtVT95RouutSp/tJs3txRc9TrazMr1TOEqEgS+TcQRf71gphvIXbS5J7Yr39D9FsZiRgk1oA4ER0n5mleVN+D2naVhYpbYk7JvlGxRK3dfvCK0+oyU7HOluavYapN1B42Eu0fqfU09+NC6VxvQOwvSnEm126L8Z/64zUW+6o49vOpGNpy9laqrVT7F2K8Ds6a7aZNBd+YBQAAAAAAAIAe42AWAAAAAAAAAHqMg1kAAAAAAAAA6DEOZgEAAAAAAACgxziYBQAAAAAAAIAe42AWAAAAAAAAAHosneoPhkgkln5iFIk0C1O9/JTE4lplUNcSdSz9fOJytai2MtFW6taCSlSXE2mRkxhkf6p61OubVSFy6hKJMa6qGESfyq4RbRJFdX+f4uUTYysqRXmJSBNzStx43ZigukdcTBRYL5+Mk/LWRB941RBjK5ZBoVZSvTa2SX775zRYWbcDVK7aAVvNxemXqed9vTqqOO/FazOzIAN9jbmoJoAsr968l8t6zQUuBDX26lxLzYB6952lTTet02lNuzy5T5Cxaebv7WlHxXtxjyqGxVH11jsS622W+m2dZX5aJLb5MjaXfl1UPaNQVH6eiPmfiHtr57mbFos2jqLqepiZRWKOZ6m/r/FuIYi2KlU7ig5Qae32mLie387qGcni6jS1J4tjv5JlXG/dTJvisVQ9T4p2LswbQ6K8xK9HFIs1QsTSpOFfL0lEW4o+SJyBkjXU471fXlGoeaP2GYI8I/CzRc6YrLdGm+wbdd9qXzPQ3++XKcZkx7meGgdBzG05N9QaJvpGXS9O/DiZOWOyyP32SJy+NjOLY/9aRaH2J/7aoa6n9qp5pz2tz83c0Lq0HiLOxJF/32pdGR3194BF7t/bwMCAcy03i3UKPzHNMjctiAUuz/22bIh8as30xnKouYXNUr/flgwvFoVOjm/MAgAAAAAAAECPcTALAAAAAAAAAD3GwSwAAAAAAAAA9BgHswAAAAAAAADQYxzMAgAAAAAAAECPcTALAAAAAAAAAD2WTv1HIz8lDn42kVR6if6lzIKfWAZxsZrE5SyS59rTr0sQ9Y9jvyLySvW6xmJx48HJGUWq4+rVQ3Vp3evpAVadFiJVS9FWsv6iSMkvNFLz1E1T9Vc34CfFqkyRVkalX6YYk5HbJqKSKjbJeV+vTFNjKPixxBvnqm903FJpfmosbk61l5oEXjY1fnQb14uTXkybpEh5b/44n/lYIslx5883NSbdOKkXfFGcaEd54yqfyFZjDah/rXr1VzqdsVr5/MvVW4wi2anPDkXRcdNCKPx8pd82SVQ9t5LUn3MqphdF7qZ12n5aKfIVpX9vaZS5ae5arCaJSGuk/mNKmft1HGm33LRUBXWnb8zMvC5NE/EopS4l6hHFiZ9R7gFrjsly+nso/czit4lq/jz369gRc1G1VxSptqwmpoZF6t5E3ySJP7Zisdy2O/5950W78vM0Ue3h1zFvqzb2O05dTz4rqHo6z9ixaKyGH5osqD2NGMt5LmKoiEGlO6fMyqJ6nItHICvFehPEJjzN/PEaR35aCP59B3Vval/pUDFUhC2L1POFir2ijh3R316hzUbTz6KenQq/kioWqnVKn42oeVrdB2Ot6hhjpvtGBbUg1ik1T/OOf8HQ9svMnbRExJ+soervt/HgrNlu2lTwjVkAAAAAAAAA6DEOZgEAAAAAAACgxziYBQAAAAAAAIAe42AWAAAAAAAAAHqMg1kAAAAAAAAA6DEOZgEAAAAAAACgx9Ip/2RQSZGbFok089LEtVaFSFVR1l9V1EsT5QW/vLIQ1xJFRurm6lXFzajyqHpEqh1l39QjezSU089V995q31y9uvj949dRD58643+SmCDHnZ8Ye2NSFSfIOookrx5mZiH4vwfT9axO1aOnXv0jURFvZkxWaJB3N/35pmJJGfm1jEK9WK5Dod+nqkXcFBl4V0EwVL+bFYPBq6eaN2Uo/GvJtUNkK8WoLP1CC5EWvHEi2kOvs2KMyC6tdz09hpx+i5Ka5a2KMfn0UhT+uA1l7qaVYmwWcXV7R4nfD52Of63R9pibFkq/jxqNhpuWirqoXi+dPVQc14vpKmwnsT+3ytJPS9LMv54Y73nh9IGoh5j+lud+n6Yy3vhlJpn/WKfic+L0TxCxUtXfREyJxQ10Om3/emIuNpv+9byxrMadqqOYUmaijmrPXIpxlyT+IEqT6rGsylNrS6PZJ7L5MS1W8ULNfTEmi47XlvXW20KM11jkU03ZbtdbAyInZqj5ljh9bWYWp/W+Z1fKzZffpyb22l5bqrMiNVqL3J9TXtwy89t4aaJIqrVXVXtfvzi5Tyj8tCRVezb/eq12R+SrLrMUsTBN/fVGxWvVXmqc552Wm1aoczJz1gBnL2ZmFosj0ljE5CXDT4p6TI5vzAIAAAAAAABAj3EwCwAAAAAAAAA9xsEsAAAAAAAAAPQYB7MAAAAAAAAA0GMczAIAAAAAAABAj3EwCwAAAAAAAAA9lk71B6MouGnBTzIzkc+i6ms5n68qoSzcNFWTEPmpUVR95h1UY8mGLMW1ptyNU76e1zdmZpHo0xqXkkQT63y106orqqov7632UJ75OVCn33Qt6t64n2+m71qELR1nZEXq1bJuXHPvQd2cuJYer/X6Ro2tUKstRSZxA7Eak7VjiWrLOjFUVcSP8/WptqxbphMng1//oMZIKdI6/vrcyf00kWSlaOYorm6vuvMmTf3ffzcaau0W407lqtXdatzVHSS93cetKmnq95G3zzMzy8UA9GKi2lPGSeKmJZmfVsh61OvbKPbv25s/icgT1PgTVcwaTTetjPw2UbFI9WnizGW5c5ebR3Xfag8ungfMv+80EX3gBDjVb5EIioW4t6Ko9xwUq7qIsVwUeeXniZpvWeamyR5P/DITkTY61nLTVExPnPhUqjYWstQfP2OjHT+jiDONpj9PVX97RYpm1HtYteVXY0FcTu1d6lSzdMbq0kR/TiV9IhaKOpbi/EONV7Wvz4vqehZtufHy6xGrmOavz+3cH6+RuLdG5rdl4fRB0fb7rVD7WxEnO+22m9ZS8ULEyZYqM6mui4okSea3fyz6LRPxVc2pTtsfr6WYH2lW3Sa56DeTc8O/78FZs/0yp4BvzAIAAAAAAABAj3EwCwAAAAAAAAA9xsEsAAAAAAAAAPQYB7MAAAAAAAAA0GMczAIAAAAAAABAj3EwCwAAAAAAAAA9lk71B4NFblok0nqpdi0i/3w61LygzOdWQ93BlLtqGjXx7zu20i+xRkNHoh6qhkFcTFWjTh1VqXqMqzsQ9Q+iTaJ6963KdPPIcVyzHiJNVlHdd72B59ejXrZJMvqJkZhvanx5c8efofo3bqVsYxULC1GquG81wKZdmskxoseWnxSLNSCKEjetKNp+XURVfKJvarSjmVlZiprUnKheioxpuZ/WGvXbsd3x88k5oMaJyGdOe6l21HHSz9e23C+zZrepxLRRPc7jmqNVWxVl9p6Y/hYnIrH0+7Ysq0duGasR7Qti3SlKP26XHT8tTf17azYbbpq3j+20/Tmu5ohqYzVHSpFYFvUmV5RUzx8Vm1Oxr4/Nv7eyELHBGT9muk1ECPbXwETUX61JIl7mIu4lYtylap32a+Luh+R6VYj9jsinxrLa5/U1mm5anPrPf5EzP0LZcfOoeytETAiiT1MxT5NSrMViDGXOfDMx/svCT0vEXCxFnJRP5uK+6+zYSrF5D2LcxWpMymlaL5+a+94ciL3+NB2T1dmI2mUUYizkbT8Gxal6Hqiui4rJZe6PLVWP9tiYX6bYKjT7+ty0RGxoWq1W9bXUcjlWncfMrK/fr4d6nk8SMc7VXjv2783Llxd+nMxF3Er7/GstGV7spk0F35gFAAAAAAAAgB7jYBYAAAAAAAAAeoyDWQAAAAAAAADoMQ5mAQAAAAAAAKDHOJgFAAAAAAAAgB7zX/W4AvHS10kS62RTr0UVb9Gs89b2yci3rKu3g0+/TeRbmNXb5eu+ily8z1C/ZXr6KeKlilYE8XpBNbZkd6tXW4pszvXqvl9ad0298ar6RnHfvC3fMKuuVfOt54qYw/K+nQuqt42r5td3Pf16THY9NT+868k3ZcqbUzFUjQV/TqnYW8o+cNJE/WW8U2/dVW9gFiGojPy3dqo28e5NXavee3y1umtHUIPZyZeL136PjPjtWIp8QbyJO4jG1OOu3nj1pDW7rdMRb1cX40Stmeqt5t4LpNWbseV2TOaTA/0Zo+i0RZp/j522ny84cSOO1VgXbypWbzbPxHgQ8TIWbxtXb6COnPmq1ji17iex/5ii3rotXjxvWZq5aXKdcJJUnly87V31t9eOZmZxIuJXrt4O7sdgr02C2GgE8++t0Wi4aZF4M3ih3s4u1yQ1hqqvp76ZVIg3qav5ZqLfylxtAsVYML+98nZ1f4fSL0/NexPjtb/R9LOJmFB0/DfPZ6k/v1NnLVOP+nHDb6s08ed9rl5zr/Z5YhCVIgi1WtXrg3pmkXsyWX9Bze+OCKKqD5wOUvFOPc80RLxWz2OZ6G91A6WYA14fFGIP2xHtmIu0WNTfCWlmpvcKiYi9qbOuJIk/R0uxF1XPR3nbX4viplj7IrUfEM8YTr+VYr0RWyDLcz+mDc6a7WecAr4xCwAAAAAAAAA9xsEsAAAAAAAAAPQYB7MAAAAAAAAA0GMczAIAAAAAAABAj3EwCwAAAAAAAAA9xsEsAAAAAAAAAPRYOtUfVCe4Ze3LR7VzzqxQL5fMVn1vkbiWKi7oi9WiWl9ezUkMIlch0mJRE33bM98mwR3p/rUi2ZL+zIlU9WWiSKuRFEW1R4Igygx+m8TBz1fUmANJ7JcXi3tLRPULcT01llVTljXGgrq3JBJtrKoo2li1vyxTtYmop1ueqIcay0E0chH5q1gu6qLWPncKizqW4t7KVREnxXxT+UJRfeetsY6bR43xoAeQS8VetR7J8FqjPHVvhRhApchY1oy9qcjWbjuVqbkGNBqJm5bEz47f+xeij0Lpd64am41Go/Lzgf7qz83MchFs1HgOYvyFWIy/0r9gJPKlzuKZxv7jRpH7q6pqY5FkRaH2nOJ6Mj5X51OzR7aj6LhSBA61ziWpP+9SUVOvKh1Rj0Lcm0X+WiDXK7Empak/htT6XjpjIRYxKo7U43G9NVzN0ywR1yvFCHPuOxV7q1TN+8KfG2nil6niZCluPBHrS+akxaL+SeKvSbGYG7HY2Mt7E2l9fU3/ek5V2i1/3sjnUDEXi+CnpXLxqHk24nyuno/U80UkYnkn99urEItmlon1KPhjqNVuVX4+JvpNjp9CxHIx31JRf9mlog/yVvW9ycdTEWe8uGtm1lFrvjo3UeuziF3eWpt3/PUtBL+Ns4ZfjyXDi920qXh27JwBAAAAAAAA4BmEg1kAAAAAAAAA6DEOZgEAAAAAAACgxziYBQAAAAAAAIAe42AWAAAAAAAAAHqMg1kAAAAAAAAA6LF0JgqJgp8WIpWxRnkmEtW1VEXU9dTlRJGRU6isokirLZR+krqBGpVRTey1h5lZKdvYL1SNk1I1tBA7ZarmUPcdy5x+xiDSEtk3NQZszSlVe97Eok/F5VKRr3Q6oa3qWPiJ/YmoiBV+PcQdtMWgVHGt6UTpqPDntvyVWyQSRcfV/S2eGq6lcw+xuJiKCXLg1by3TKQG2ZTV9VRzOxd1VLemJ6PKJ7KJfK12db+1cxHnSzFehUTFC5Gm2lksi+59B9EgefBjgqpHzeXB0sQfeKWoZ6fl3Li4Vl+fv02c4S3E01KWim2yiKVx7C8isRPgSrEZKvLcLy9SW/l6662KwWLamVn1GAti/gcxIUuxTidx5pcprpfnHTcty/y2dNdp0W8qRqlJkosYlYoik0zEhnz6e5c09cdxJBbAUm3CRfxKTFxPzLcy+PPDW3vUtVRwKwu/HfPST0tE/RuiUwsxXoMz9qKk5kOQeiCTMc1PC6JNWqNt/3rN6ro0UrEnE33jPd+Z6edhtQcpOiKuybjgtFfk97VaH9SzZqKCuYi9ReHPqSzzY2/qXC+ImBDLzvHrGIt+U2u32o2qfus4gVkszxbHYg8lHujVXk61pVrY1brSdhJTcdgSi7mh+kbtnTptvzETEdeSRKwdTj1TOW/cJCvE8/fgrNl+xingG7MAAAAAAAAA0GMczAIAAAAAAABAj3EwCwAAAAAAAAA9xsEsAAAAAAAAAPQYB7MAAAAAAAAA0GMczAIAAAAAAABAj6VT/cEQIj9RJJnIF6x0ygtTq9TEAqd/LbPa9VcX9K4WiTyh5m3L+ovrRapvZH9Xp0U1b6AU2eRvDlQVy8JPi/xSg9dezj0vzSQ7QGSTA9ZViuslop7e5VQ14ukPAzMzK0VaLG4uTlS8EP3mFFkGMe/Ftdqlny/P/SJb7Y6bpuqfZomfllTnS0UHlKL+QeUTYytLxdgSZaoxNJpXd9xIx69/IgZsf0NEDJlUcw6rmOcUKbOIaqRi3hQiiKo+zdUaJupZFNWJKk8QbazGSCLGXVAXFNcrxBiKnYFSqrVbDK7SaavJxGIwtJ15Y6Zjnre+9TdU/FH7BDfJorr7uKeZJM38xFgNeLXXq25TNVfjuOGmRWKs52LvG4vlUc2fKBPj3bnvIPZkdb8hkog6BmfdNDOLRNxIEn8ulJ3qeygKcW/BLy+K/Tomsf94JqakFWLtzDv+5iVJq6/nfT5ZeWWNvaiZWSIWgyBim4qXaVrdB2q/HMQeKhFjSyxX5j8Zmlkh9o5i0+mNE9UeKm63On7ikrExN60Uc0rFp1j0d1JWt3PsTzcLai76U1FuvvoH+tw0tT7kYgwVzljOc7/+pbg37znBzEzdtmp/1WCpiJPe+Ari2VvGNLHfEUWq2Wadwk9VUzhx2iQWi6mKk+pZX/WpiVjorcFmZpEYDX39/dWXivw8nVbbTVNtouJT3hGxsPTrotbu1JmnScOfv2oNiBN/XVwyvNBNmwq+MQsAAAAAAAAAPcbBLAAAAAAAAAD0GAezAAAAAAAAANBjHMwCAAAAAAAAQI9xMAsAAAAAAAAAPcbBLAAAAAAAAAD0WDr1Hw01UrTIoulfS17MT/SutLRMmSpSRGWcpFJcKRY3F0TGUiTqe/OpXHE8/fP8KPZLVGmqxUpxb5H4nYNuESdVXkvx+zRWfVPzenEsrhdV56xb/0jUMRalRmL4RGIOxFa4aUXp5fMv1ur45Q23xbUKP63V9sdrI/PbZFBE4tFO9edJw8+UxX49ItGOwRI3rV36bZmJcafGUNMpMvMSzGyso+KkGK8izhRi3KkxGYnbLsvqPkhkvKu33qTO3DYz6wS/v0txb6rMNK0eJ51CxOvCLy8RDZmoMKkSBTUW/Cbx50ZeqPGvVn0/XynGsrpaIuJr7AVfUWBrLPfLS/12bGTT2F4+jfn7VLOy8NsmF+tEcNalNM7cPHHsj79OLua4SAs1Y1Ei5p0X94q8ZtwWGwa1Fue5mne+omyJMqsXY9U3kdifqz2U3BXLcONfr9nsc9OyrHrsieFjQcS9JPPbRPVbkHt+ka+j4lR1LPI+NzOzqN5zVSSfC8VeSLRXKp652s6aO9by20ONLrWHbdecb4mo/+BA000rnTjZFmM8SUQ7iv5ut/15Pzo26qY1nHljZlaI/VAjrb7v0PDHSOHEHzM9RtR8M7GvV22Zi3ie59VjL04abp5M9E0s9ofetcz02peKfZJajxrec7TY77TEeFVnWn1N1SZihRD3Vop9rPfYmIu9eyyeQ729gJlZIs8q/HGSig2uahPvuSsTA0FU33Kx9xucNdvPOAV8YxYAAAAAAAAAeoyDWQAAAAAAAADoMQ5mAQAAAAAAAKDHOJgFAAAAAAAAgB7jYBYAAAAAAAAAeoyDWQAAAAAAAADosXSqP1ha5KZFFmROX/W5cAj+tUxeyydLjFSZflqQ2aoTS9EchUjsdPw01Teq/eNI9amflkTVZcbimD8u/LQo9usYJX6hcezXUfVpKfpNFOkT5al2jEVG0VyWyLqIAebOK9GOYi6GSHS4amPZAX5SSzTKSF79ebsQ80ZM4CDmRiHq32z4IVXddqfwEyOnw3NRXln4DdkQYzyJVZuIC4pxF4tx4s1vNbezRMTJ3BkIZjJgy1vzkyyI+245dclzfyAnoq2amViuxQ2ksR8xItEmpSqzv7oujdS/Vqvj33ekFkbRxqr91fqcifHlpYiRZUGtfaL91ZqvRl4k4nIp2iR3GiUX1ehv+vVPxfosQugzitqOlmJNKkXAL51+j2IxylKxF/JzmYmYovqvEDen977Ox2KM5WL9Kwq/Hq32mCjTv2CW+rG0IdbwwpkoIuzJMZKItawU9VfrRFIjtpmZFR1nvRJ9o9oxTfy0saLjpsXimSURDxmlmB9pUt1Bqq3UVkI9VyWiTfJ2y03rtP02icQA6zj7ibbYIGaNppum1zmxFjQzN60QjZmLNbDdbldfS7SHGK6WibWsf2DAL7M96qblHb9PSzV3kur2ykRMTsxv40TkU4uxik+R2rurMp0n2PaYiNciXqh9pbxttWUWsSQKfqPEzgNZqp6rxFGbtxdYmk/s5Qp/TqWxP05S9RzhPjeKvbtYVXK1sVQbRPHs0RFrh3i0cp9f80Jt8OrF+SXDw36ZU8A3ZgEAAAAAAACgxziYBQAAAAAAAIAe42AWAAAAAAAAAHqMg1kAAAAAAAAA6DEOZgEAAAAAAACgxziYBQAAAAAAAIAeS2emmKhWWmSh8vPqT6eQKKpR1swXRL4gCi2K0vncL68Q5ZVBnKHXbLAQyYx+XZx8iciTRaL+1U1lZmZBJEYqLVa1EddzmiQWA0H9diOOxOASaUmQjVInyQrncm1nrJqZiSRLRPRIYzXvfUHMDxNjKI29WOK3SCR6LhcTNe5ruGlZ6o+7ohBzUbRznld/XiZ+ef0Nv5XzUoxYcd9J5FcyF+2ciHmaeGtAWW/8pGKMlLl/b2reePHOzCyUIgY5MUNkkSuymhqpCjOiu5PgZxRT2JK4ulDVjs3Ur4jq07GOMwHMrNPquGlqfZPrunMXUZy5eZLQdtPEtLdI3LkIJVIp5o7XQ0ni5+lr+BWJVZx3YvKziVre09QfL95erxSTXO0JErEYR2JR9fbgZiYnido6evfWavtztdPx61iKGCVDaeq3SSoml4rpwWkTlUdJGv4YqftAo+qSi1iaOe2l9nKl6IGi8Ps7Tfz2T0Ra7m2GzCyIfc2YN3fa/rgrxGTMxHzry8S9Nfr864n5HYvnv8hrL7HfiRO/vCwT80aMhUbij+WR0RE3rSjE+u49j2X15s1Iy2+Tpljncq8iZhaLdS4Rm6+2s3dRe4JGw+8bNTdUKIlEnwbxjCSfbZ18Re7vk8T20AoR0xIxltX+JIj6p2J+Z07MzhJ/bDUaft+omKxiUCz2CpFY3yLRXsG5Xgh+HSOxGcjEeJVxXrRJ3qm31rpTUcRddf5Uirg1OGv2VKtViW/MAgAAAAAAAECPcTALAAAAAAAAAD3GwSwAAAAAAAAA9BgHswAAAAAAAADQYxzMAgAAAAAAAECPcTALAAAAAAAAAD2WTvUHo6h004KFGanMMlerlaTIGvq3ZmXp51Rpnbw6rSjqVSSoGxc3p+47EomxOLL3soXg1zGIi0Xy3lT7+/mSyE9TQyhxLqfyyLkR/LQ890ttdfyBMtLO/brEfpmddnVdWs7nZmZZlvjXSvy0vj4/ba1+Py0v/IGXxP5YaDj9nYhxnIuxpcbrYDblsLlCZfx8ncLvg7KsTivytpvnyY5f3og/fOS4ayT+2Broy9y0fjGGUicpFrFQDHE5/iMxGIJof5WWRP69Zc4Yiht+HRupP0YKFQvdFLMg8qnIFge/vSJnFUjFHFXVUGl9ar6JfK2OP9ALsXabF89Lf76p9lf0dsZPLcW6Eok+yJzxlWV+X8v5JtbZZwsv/prpNUQN6iiq7gfVnKVaI8RaUIiYnsm1zK9MITayuVNPtV+WEUrE7UiUGfuh2YpCzGVxb6mzhsdiwzw2NuZXREgyf01V+0o5J0Va7Ozn5LqTi8gnqhF7C7+ZjYy03LTFi5f4l4v9seyNySL314hM1NGLo2ZmzXbHTZs90O+mxaJvitwfk5Ez0EUVLZRin9fw77sj2svML7O/r+GmqeHq1bMtxp1aiwvx7BSWiDkl4uuAaK+BPr+/vXOTWDxPRh21pojnIxHn5ZmE2N9GIuY1yurYFQW1FvnXUucRpYhPuRgnag8YTNTF+T5jKUZeIhajSDwPZJG/BnRETBgVa05HxKcxZ354McZMx8lEpKWpf29qPVW7BbVX8+JrKuqodrexWG+WPPakyDk5vjELAAAAAAAAAD3GwSwAAAAAAAAA9BgHswAAAAAAAADQYxzMAgAAAAAAAECPcTALAAAAAAAAAD02jdeLq/em1jPTJaq3T8uX54rXOKp86oWk3gvzxEvjLJrkHc1uPvkSVvEWR3k98fZWt0zxBkTxhu9CN4orqVVHrXSKVG//VXXs5H6+Yfl2RP+Ni0tG/HyFdwPmvzO1GYm31Ys+TdVbOcWvfBa1xFuuxdtiO+Lt0qkzCdSbbvsafvjLUv8GFo36bw2ORFv2N90k6xdvkI7S6nt4cJE/Dkb8l8haW7yZtt+5lpmZf9d6vMp2du67IfI0Er+OA2rgiXmai3ESidcbq99sZt6b18Xb1dXbzmVEE28ur0u94TRyFkbvczO9lkbBb/+GiOUh8++7U/hldsTLpWPnTcQqFqrBJUKCpbFfpmqvhvN2eDOzWMyPOHbSVN+ouVFvC/GMEqlZrialaJzYGRRiGsjxp960HES8iUXcUPsytRZ7uYK4uVK0sdqfq3gZx+Ktz+J6kWhnb32PnFhvZpZmYuEXwaFUbw1XsaHh33ei3nbtjNdS7GHVJG+1/DHZWTLqpqm9RGtMjTu/39pOwFexbXbSENeS7+t2U1riTeq5WJQKkS+4Y9KvR+KtA2bW1+ePnzz3+7RU+/OG35ZZ5l8vTfsqP//HwsVuniUjYqcqxr96O3upxmTL77dW7rdz5uwr1RRtluL5ot9vx0gUmovngaLm4UjqrCtJ6texKPyxFZnfN3Hsp+WRX/9E9bdYq4ITl9V+OQS/jYN45u3rrx7/ZmZp5q85bTFPCxHP08RL89sj7/gPm3lH7Ev8W7NE7G/TRPSbiGuZ87CpzjHUBq8Uc2Nw1mxR5uT4xiwAAAAAAAAA9BgHswAAAAAAAADQYxzMAgAAAAAAAECPcTALAAAAAAAAAD3GwSwAAAAAAAAA9BgHswAAAAAAAADQY+mUfzJEfloU6l3dKTPYzJb3v4WKND8xiDRdzerEWB2Fi/JKVQ2RJlrE4sSvTChLvy6FU6q4WBGJ8oJfj1TUMYkSNy1SN67SnE7wa2+2pJW7acMjHTetEJ0q7zv277tUN1c69RRZGg3/Wmuv1nDTRtv+fY92/PseHRlz09ptvxcSZxLMXW3Qv5aYOEnu33cQkzgWbTnWEXMg9TOuNVBdl76GH77buT8m49SvfyZWhEhOHL8tW2IstJyZleWFmycWk3uRqOJgn39zZaRikF9mu/Tr6c03NX+DCjQiCsVq4MkFwr/vUvSpV0+53oi0QlyrFOt6KvYeA03R38Hvt9LrU7W/UIu32l+IEhtiMkaJXxe5vHmJoh0jub+r2SbPIGrvJae/2EMVVh0T1VSNxVyNVUwR41atE3nh1z8SdfHWiXan7eYJIjrEiQjAIqiI6lsk2isR66rXp2Mdvx2TRMxjsZcog1+mWiiCSFN7Tm8ud8QYaYu1fcnIiF8PMdCjyG8vNRbaYh/uhaJExNFU7JPUeluIoPDkk/7+tiP2PGXpX6/jjL3BgQE3Tyb29erhSdUjiLUgUTFUxMnIquuZivZXfaqejyL1PJlkIp+bZLn3rGxm7aI6HopHPxtp+W21aES0idjEpmnTTWs0/LR2p+VfzxnLak6J4W8Wiz2UWFfy3G8vdW9qH57n1TEvS0Xciv1n5daYHydD4cfXINawhljDVFsWTpK7Jzb9PKOEQuw9xPpQis5J1Th39tOR2p+LTUQi1u4lw4vctKngG7MAAAAAAAAA0GMczAIAAAAAAABAj3EwCwAAAAAAAAA9xsEsAAAAAAAAAPQYB7MAAAAAAAAA0GMczAIAAAAAAABAj6VT/cHIIj8t+GllVIoyHcGvh1+azheCn1iWflqn8K9YlP5917mWiXa0yM+n+iaIMqOkKfKN+HVxyiwKUcfY/x1AJH49ILJZLMZWUONV1LPtjJOxduHmGV7ScdPUzfX1ZW5aLPpb3VtDzcWQVH4+0Kj+3Mxs9cGGm9bq5CLNr/8TT466aZ22X2Yp+q0/q76HRUvabp6s6bd/Gvv1iFO/jTu5X8d11hjw65L6dSmdGJSpcKEipYiFS1r+WJ7V74+FZuqPoU7uzx03Zog42RbjIIhFYFjcWxT79U/8JCtK/95Sp8xZfX55g2JsJZFfEb2uiLTIr38UiXUlqY5rwS/OIhHT8tyfb1Hszw1T/RaLeNH0721krDpfMP/mRAtbJNaAzGlHs0nWTNGWiuhSlavWtdSe5ZkkUt9fUOutmJORNzbFnrIwsSaJ2KA2UUHFUhE3QvDXl05RPU8K53Mzs7QhHkXE8IvFvan9QiFmrJqv5rWzaA8VfovS79OGaJM0Vo9u4r7FWpw7+4yO2PuOtfz9VSxic19fv5smllRriz2nypc5+8M49gfXwIC/UJel39+t3N9nLF4y5qaNib1vIvp7bLRV+XkpYlPW8vumJZ4HEqcdzUwu/kni178hNrJenEnFQqbW1FbHr2Or5be/iXOApM/fF8tHemd+RKL+nY4/39QzajHmj8lQVo8fM7NExFfVzklandbX9NsqEfGimfj5SvGsZoXfXoXarAreuliK8lTc7RR+/dX4Uadhau+o8nl7lkI81wZRnurvWIyfNPXjRRnUXkE8YzhzpxDPHrKNxb5wcNZsUebk+MYsAAAAAAAAAPQYB7MAAAAAAAAA0GMczAIAAAAAAABAj3EwCwAAAAAAAAA9xsEsAAAAAAAAAPQYB7MAAAAAAAAA0GPpVH+wjIKbFvtJFkRaZE5iJCoS/MQgLqbS8rL00wo/XyHS/BL9+qvbtlI0pNeOZhZFfqnt0RGRT7SXc3exuIFU/AogEQMoCqIlS7/QUraXr5Xn1Z93/PIajcxNa2Z+HdXcKEu/MbOk3hzoS5PqzxvVn5uZjbSq28PMbPFYx03rtAs3bbTl5xPdLX+L1HHiQiP1Q1xR+nWMxNVGRv36j/pFWrSo5aZlqV9mNLt6fJWF3zepGCO5mBurz+oXZfpt4o0tM7Nm4c+PxaOjlZ+LYWBx4te/0/HbRPVNEFdUcU3F7NTJWAa/r/OGP15nNevNexVoErE+iGXFTSxFpiWjbTdNhetmQ6zrok9bhd+nHZHWdtIi0duxWC8bmT83YjG4VPPLvYKMlKLBZprYqz2T5LnYH4qBW4p9ZRo7MVGMI1GcdQo/phQqowwbfj51b15KmvmxTa1lLRHT48QvM0v8eadmUCHqEpz+TsTamKYqbrtJMrgVYkyqtSCK/Hq2nXYuxBiPxbofRSLuiX7rdPx1Qi1Xfc2GmzbQ31f5uVr3Vd+MtPy93JjY346JfhsVe+1MtXNSHUuSrOnmsajeM28p1w8/3/DwsJvWGvPH5KzB6n5rizGi4lazz2+TtOGPH/UcKrbaVopnjOC0lxr/Y22xd1TrQ+7XQ+2ZIxHn+505ZWaWOc9dhXiuTdQzi9ivqb2XifZv535bxrGIXWn1OBHTxjptv43bouMScX6g6qgeoNR+xjt38GKMmVksYkKj6c83tfdNRLzz5o2ZWVH4dcmdPZJaA9QiIJZSWzK82E+cAr4xCwAAAAAAAAA9xsEsAAAAAAAAAPQYB7MAAAAAAAAA0GMczAIAAAAAAABAj3EwCwAAAAAAAAA9xsEsAAAAAAAAAPRYOtUfjERaqJmvnOrFl7uYuJq4WCj9xDjyz6eT2K9lqW7Aq2fw6xFEi8RRIi7lt4lqriB6Lir9NomcW4hT1cZ+PWLRcSpNdYAakx2RWDjjpNnw2yMVV0sjP224lfsVEb8zUb9NyUQfrD6QVX6+eKzt5ukUfnmdtl//Je3CTVNjOa2uopmZjXX8/k7j6jKTxG+tMvfr2Cr8eyuda5mZDWR+f7dFvPDGnZlZCNVhuiHaao4Yrw3RNxb8SjZT/76bop1NjMkkG6z8fKTVcfO0W/54jWKxpJX+fbdFmzQbfplqLpbOUChFXy8a88fdiAgX/alfx4FMxC61QJtYc5yYV4gFJxHzRkXsPPdvPCR+mbnXAWY2JuZ+2mxWfl6Mtdw8UazWS9nIIp9MrZGiEtVIrruLq3ffTzedtopF/piI1ZhIqtsmFnNEDHWp3fbjZV6oddqPKVkm5p2zdgYxH0uRliV+PVKxYQgi3qu6aF5QF3vwwp8jkYh7pYilpeo3sRarWJTn1deLxZqaiDGuno86HT+mt8T6nopJ0BQbor6+RuXnavyPiHjfEnv3ttinFkHE2bi6jmZ6LWs4+zIVf0oxJvNS7H3FvTXEHiQReyg1FQsnLc78vlbPanKfLcarist9/X5dUtHdXk0WLh5283ScOWomjxas7TWkmSWpP+4aIpYkzhpmZtZx1oC48Nux0/HnYiGeQ7PMTxtw5r2ZycORSOyHvKkjlhszEUOD+fMtF/M0FmO5o/bMYiykTsxQq2WcqDVYPA8XfnzNgl+meqZPxHlLX7O6D+KgniFE34hniMFZs920qeAbswAAAAAAAADQYxzMAgAAAAAAAECPcTALAAAAAAAAAD3GwSwAAAAAAAAA9BgHswAAAAAAAADQYxzMAgAAAAAAAECPpVP9wSgEN81PMYtFYhE55YlrWSTSSqdAM4siPy2IO8hLP630ayJK9FP8Gpo1Gk03rdUa868m2rJUPSfypVH1eX4k702OElEPP6kQYyFXw0SMk8SpSxpyv7zCv9gTox037cmxwk0zS9yUNPHTVH+3i+oRu3qfHwYWt/z7bos2nj3oj9clI36bFLnfJlHs33dfX6Py8zL4s9RpDjMzE9WwlomxEPyxteFqmZvWFPHpkSeGKz9f0vYrucYsv/1TEfXnDFS3o5mOoSpOpiJS9iXVZXZEX5eZX8eGuLeRxaNu2kC/314qCOVi7vc1qmNJlvn3liR+eVnsx8lYrW9qYZExW0wQJ4YGZ20wMwvi3srcn1ORKDOJ/ZuLxZjsFwOldNaAttqXiKZqqJVdbXXUXkelSV5bqt2MGkCqHnLgPWPI7ajYu2SpH+8bIoZ5Orm/bqpKqvkTO/HXzKwQC2Qk5pY3JNQ+SY2VRNTf1P6849c/iPEeiYDZdPYZWerH9FjNVXEtlS1JxPipuU5HSfV4jUX7F4W/BxkZbblprZY/ltttfy3IxN43z/0+9dbHOPHvLW/7dUydtjIzM9E3ndxvkyjx7zuIuZhm1WtZp/DLyzttNy1J/TbpdEQd3RSzWbNmuWliuNoTTy5x8vh1HJw96KYFMd8aTb/fMhEn1bfbisIfQ16+TOx9G05fm+mYrGJ5bv4cjsUBTiLmYl9f9fzIxLpXiD1goyGeh2MRy8XYisR+Oon9do7L6nyt0u9rtYeQZxziQbSMxPomxkJTjKHEubeRMf+MqVT7BHGO0XCej5bmEw/g4pk+Vs8DTpIaI6UfJq0h1vwlw4v9jFPAN2YBAAAAAAAAoMc4mAUAAAAAAACAHuNgFgAAAAAAAAB6jINZAAAAAAAAAOgxDmYBAAAAAAAAoMc4mAUAAAAAAACAHkun+oORRSK1rHXxKFR/7ny8NK30z5KDyFiKxEJUP479+1b5oqg6MRL1CKKNR8dG/YuJ9i9FmUHUJYn8fGlS/bloKt2pIl+nLEQ+P2Ms7q3MRZqTT1zKnhzz2/+J4dxNa3f8e8saYpyL/lb33elU53sydNw8RXA628zWWK3fTUtFezVE2oOP++0VJX64yp3JmKV+Ow4MNty0kbaohxjLzUbmpjVEvz30+BI37YnR6nHSzPz6W+T3aTPzOyAq/Zub3e/fW5b47RyJyZM7TTIg6tgn2riT+/022Nd001bv98e5itlL2mK+ObGrDP44mN3w69iI/TbOi7abFkTw9drfzCwS47UI1XUJkV/HWNQ/Tf25HUS8CKItRQi1ohRrbV49d9QeSK19au1QaXLLJRPrLLbyYoL63X7dMp9essyPN6r/0tTP5zVNoSak6Fa1F/XWRjM97xqi/rmIs6UT92IRG9RetCz9+gexXql1WsUiFffc5wH1fCHav3BizdJriVgq9jXqOaKdi/20k6+d+2tLLvpm8UjLTRtr+eMnTcS8Uc9qHb8th0eq+2ew39/DxmpuZP46bWKfamI/bUv8Z7yO+ffWcPZDqfegZmaNhl9H79nVzCyYP37iyL+eeOSykZExN23hE4sqP+/r8/e+bfnI6M+NOaLfIme/Y2YWxWJQiufXKKmuy2C/P7ZSMe9HW/48VbHcSv++VZzJxPjKi+r7LnI/Jqj9VbPR56bFiT+44uC3f7st4lrkx6csG3A+99uj8Isza/r9rfbuiVpP1d5dTMbgtVcpnofFFjATMXRgwL9vtZ9Wp42lqGfhdYJYu+O43nnd4KzZbtpU8I1ZAAAAAAAAAOgxDmYBAAAAAAAAoMc4mAUAAAAAAACAHuNgFgAAAAAAAAB6jINZAAAAAAAAAOgxDmYBAAAAAAAAoMfSqf5gKdKCRX6iSArOuXAUgsjjp4lLWSQSs9RPFFUx1Sp57mSM/bPwovQvpk7QS3Hnqk2S2E9NRMY4rr7vSFxNNWO747djKTqgIRplpC3KFPXM86Ly8yWFX4+xtp9WlGKMiP7ORJpFYjaKPo2cXoiixM3TEHMjKavbysxspOWnLR7p+NfL/JCUpmoWVN9bKdox9W/b5gxmblrHm9tm1ici6v/cv8hNGxNdOpBVV3Sw4d9AHPy2cmOTmT0+nLtpjz056qYNNP0b7xdppTO8+tW9iWBeiHk6u+HXIxKxPIv8sbxa02/nxZ3qtCVibiwSc2O1AX9MpkGt0KK9xNxXUTs47ZUX/viJvM42uSzKNUytz4Vok1zMD6/IEEQsVM2oRHKDUbdQkVbneqo8Ne6eHdT6GCV+e3p7CTOz0olTQYzZKPLHbJKIeC/2ILGYeEHkK3I/TsVOPWMR0zNxb0Xh10PV0URbim2Su08yM7Oy+r71HlzNH/++SxFvWqNtN63d9mNwLgJm7ASxsdExN08Qc2NU7IvH/Cpavwimqm/E0u8/R4h1py9t+NcSw254eImb1m77/RaLfb16Ri3L6saMxD5pYKDppqk2zjK/wUZGWm7aI48+5qaNtcSeIa7es2V9s0Uev46djt/+ixcPu2kh9/M523MzM+vvE3s25yE7UQ/fMjb5600qxkIsHqQzkabOVLxxPjom2jETz1yFaMea+5MgYqFaa4uieg1oi3GsqPMz9fyaqOdhtc0Tccbbf6TiubxPPPSq8aPW5zz4Y1nFNfUcEZy2VOdgQeyrYic2mZktGV7sV2QK+MYsAAAAAAAAAPQYB7MAAAAAAAAA0GMczAIAAAAAAABAj3EwCwAAAAAAAAA9xsEsAAAAAAAAAPSYeIf48oJ8Q7NPvXS4r1n9Zsixlv92xyj2C1RvsIvVGbR4y1ueizdGirfppc7b3FSeWDSWevu0eGGnfEud92bgpdcThTrZ9BtT/bSOeJmherN2R1RRdJuJlyVb4WRUb1LP1StahUiMSfUm5US9lV68bdxLycS4a7X9ty8XIp8aW+odmt6bSs3MmuKtzt6bGvvFWyHVvJF1zPzUR54YcdNGxVvpxa2ZxdWJatiJl0laEBkzkbGI/TejPine3DymJpzTb4v8ZrSmeENof9OvY18s5nAuYqFoE/Vm2tJpZ7VOtTqirXLx9lC1dvglqiJNDUkvLudFvTfkpmp/IeaNenO52nukKtHZY4Rs+m80N9NjREWaSO4H/LZUb62tQ729WEfKZ4dYvHk+FW84zsWY9lotSfz4FYu3B6s+V2mpGLdjY6Numon1PXHWR3Ut9WZqufkVfaPibC7ezq7iVOLcQ+qs0Wa6+qKKFsReLhdrv4rBYnVxNw0dEX/bYvOeq9gs9hKFuJ56YX0i1um+RvX12uIt8Z3C39OEyN+DqD1zR6zvqXjL+uDggMhXPfbUvA/i+SISMW2gr/qZ3cxsyWJ/09YR46R/YNDP5wz0JUv8vrG+hp8mJqOKF4XYM6sx1G75aV73eGcHZmZ9ff68iUS+NFOx1xeJ+Kpyhqi6LqqN1ZmDOjfx9tlmZkHF8tSfw7E4OCk71WW2xbmV2kM1+vrdNHWAIx5ZrBDPXGmi7tt5ZhEXK8W9FWoNbvvtVZR+vJBx3jlTNDNLnPgqY6E6bwx+Gw/Omu2mTQXfmAUAAAAAAACAHuNgFgAAAAAAAAB6jINZAAAAAAAAAOgxDmYBAAAAAAAAoMc4mAUAAAAAAACAHuNgFgAAAAAAAAB6LJ3qD0Z1ryAyLlkyXPl5o9Fw86Rx5qaNtNuiIsFPCX5aHPs3kKlG8Yt0pcEvUFRRUvdWinzqvr2chShwSatQV3NTslj87iBuukl5MeKmjY3lblqnqK5n3vHz5OK+y5ozpyz9fssTv8zZzcRNS9LqtnzoyTE3z6h/29YQ0SMT42e05Rc60OfP/YYYCmVZ3W+Ll/jXeiz32zgT97buHH/cqVGeJf71nrveWm7a4iXVY7kjLpYmfmOF0u+bIu/4hYo+TcU8VXXxRmu79CeVCoX/GGmJVF/TmRtmZqv1+4NBxcnUSYsiP08i5nbbGeNmZv1iwEY1F48Q/D7InfikwrXqOTWWZYni1pxQbmZmSSTiq9POsVgxk0jMN78aFqn1QewHNP+K3tiru7/4v0DNA5Ekef2QNfz9bVn4a1m77ce9XOSLxXqrYlt/v78GeuNPtqMafyJfIgKOmludGnPEzCw4ZY61/HVzZNTvmzL4+7VGw2/jKPLzWeyntcf8vV7u3EMugnNbBW7xrBanfh1V1BNbCcvEGu4N5UXD1c+gZmYtsT+MU79vvDFiZpZ3/HESubshsyjq88vMq+f3yOiouJbfb02xsV9j7mpuWiHiTJb6Zc6Z45eZO33g3bOZWZ+of5H7ZwTykVfUX8WLSMQnL756+w8zs9z8ORWJ52j1bF60xbpSyMDspnQ6zgVFTChV/UU9kljEcjfFzES/dcTzvoXqejb6/JignufVBlGt+eruSvH8FDfEeC2q07yzAzOzJPHjVpaJdUrsmUdbfv0L0ZZqO1Y6k0DtnWIxRhoNPyYvGV4sajI5vjELAAAAAAAAAD3GwSwAAAAAAAAA9BgHswAAAAAAAADQYxzMAgAAAAAAAECPcTALAAAAAAAAAD3GwSwAAAAAAAAA9Fg61R8MoRSp/vlusOCmJWlU+Xle5m6eTuHXorq0/78mdUSi0Fhd0Ukqg1+PSN6ByCe6pgh+mbG6N1FoUVanjbZEHcXFGomflud+h3daI36+tp9PtXKUVk+JZpz4eXJ/vLZzvx298W9mlor26s/8usxbvemmPfzEaOXnS9p+v8WxX/8y9+vYdlPMktiPF4m476aIVmOd6jKzpl9e1vDvuyUCTe6MfzOzhqj/an3+DTz0+JNuWuHE10yMn0KNfxHL+xsiXoixoJaSJFLrQ7XRllgDgp9WivZffSBz01RUeGKk46YlaoFwrNYQsUQUJ0KJ5Wp5E2uAWo9UoPSauRDliWljkfodsRivas0sRWO2xbri3UGq2rgUa18i7i2quS8xfwyZ+e0V3P7x20oPcT9R7f2eSdT9J6nfD3Ep2sYZ02Xhx5qyVHsav62DyNcard4TmJnlYl/T39fnpqVZ9VpQiAAWRFpDzR8R70sR90zs59So7TiJuZj/hZirceKvSWoPUuRinIh46e3dl6purzT166iKK0Q9UhGjMtGnA01/fzs44KcVnVbl5+2OWFvShpsWxJ6mLOo942UilvQ1/P1Vp6geJ31ijso1ovB372r8DPT57VWIPdviRYvcNO9sQbXV6Khf/0Sst5no71jEizgWe1/xrBOcPmiNVY/VpRfz65GIMdJo+GMhEmO5I85iSrE+ePtKFUsazrphZqa2qUki8hXi2bzjp6njLm8dVnM7V9dSZ2TibCQSjdLp+HOgLP21o3BiV5z6Y6QQYySIfX0kNlapcw6ztDKiTcR8K5zFO3fip5muo3X8dhycNdvPNwV8YxYAAAAAAAAAeoyDWQAAAAAAAADoMQ5mAQAAAAAAAKDHOJgFAAAAAAAAgB7jYBYAAAAAAAAAeoyDWQAAAAAAAADosXSqPxjVPMMNUd3EanHk16O04F8qlG5aFIl6+EWaqWxOPtkc9S4lE/PSL1WVmed+e7U61WUWoj/j0i9vUatw0wpRDxNJ6u76B/xhnzntNTKau3k6hV+Rgb6mf63UH8uRGK9rzW64aaWoS+HcW17495aJPi1ETGh1/DL7m5l/vcRNsrGOf2+PLm5Xfp4kfoFrzPLbsS/z762Z+GkNkRaJMTlSiHkaV6eV/rSxICZHIiZ+IcZPLtLUVOwX47x0cpairXJ/aFlkfqMMi1o2GiImxH7949iv52Mj1RUdafv1mKXGnR9KLC/8fLmIvbEYr6W3iJlZ4vRPKa5VFn5bZamfptbFOPJTVf1Fl1rhDCERfiwV+xI5O0ScN1nm9PdOK5fPI3pHddwziBrTav7LbaW3Fneq17GledQ8FnsvZ/0w02tSo+Gv02nqr6ulM4GKvOPmUeMyFpO1LRaD3JvIZhaLfUGI1L0565Xo7Ej0jbcnMzMbHRlx07zxY2bWL/aczf5+Ny13isxzvx29vjYzy0SbNMRGLxNrYH+/PybVPF000qr8fEnbHz+p+dfSc0qsO2IsiKXYxlr+WFgyWn1vaSr22aL9gwpcYp72DQ66aWXsx7VFi8fE9aobJYh1P+9Ut4eZWUj9fV6749+bGltZ5rdzIjo1dtoyEvfWao26ae0Rfy72537fDPT7z0HqWUHtr9qt6v6OI7+OiVhL1dpR5OqZS+2vxFwU48QrUZ0xBTG3Y1GPVDw7qeulpdjXi7XDe6RX66U6PwgiFoopJdfFROyL2x1/fLWds6RSdE4szjiiyB8jS4YXu2lTwTdmAQAAAAAAAKDHOJgFAAAAAAAAgB7jYBYAAAAAAAAAeoyDWQAAAAAAAADoMQ5mAQAAAAAAAKDHOJgFAAAAAAAAgB5LV/UF4hC5aaWTFAe/vNJKNy2K/GtZEGfQwb+gqIokalLrWkGlivpb6acV9bJZcPo0Cn7fjHX88iI/mxUiLUv8Vm5mfn8P9iVu2sho9QX7G/5USUQ90tivR3/q12PWQMMv089mjz3ZctMKp1OzyK9jKubUWJ67aYnIV4pOLUu/LqMtcT1nfrRyf+AtGXOTbLDPb/9SzDfVXibGySwVupz+Wdzy6xEnYtxl/rXUWM7Lwk0rOn5dcjHBS6ffssgvry3GTy7Wm47ot0Wj/tjqa6i29K8XnHq2RB3bud/GjY6fb07Tr39T1LEI/vX0cuol+pliUWAk1nU13+quz0niB9Hc6TdvHpqZRW57aJGJYD7JjkCVOn1+eao0WQsxh59JQin2nCLOxmLtN2e8B7H+qa9RBDFHSlH/LBVrv5gjsuedukRi/piIiWJbqfcSfmizQrRXp/T3DJ28+nqddr1NrOo3NXpU/GpmYq8qNo/BWXu8faOZWSbKyxK/Hs2GyJf5aQ0x30bHxIbOac2sOeDm6Kjx0/L32al4gFXzTUXLXOy1x5z7TlL/BsrS398ODvS5aVHk901r1G//shDPag1xvbj6eupZM4iJr8ZrKsaW2juqvlGx12sR7/nazCxSa4pok07Lj2nDYs8Zi32ZGrGdTnU+2VZijDRETFDHH2osqBhaqkXHmQNp4j9YJQ0/LZR+m+Sdtsgn4oyYU94aZmbWGnOup844UvFAKcaymd83qVg7YtVvhd+W3nY0EittLO67EGNkcNZsN20q+MYsAAAAAAAAAPQYB7MAAAAAAAAA0GMczAIAAAAAAABAj3EwCwAAAAAAAAA9xsEsAAAAAAAAAPQYB7MAAAAAAAAA0GPpjJQS+UkhBD+bl+RnsUhcqyhURlWmvAGRJK5XI48qzW0rM8vLenUMpV9mOxcXDNXtpcozkZaI5h8Y8IdoIn+t4BfaGs3dtOGRTuXnamiF4FekFVWXZ2Y21vHrMdLx67/6rH43LRaNGRfVnyexnycvnEym+3tMpA2Ijhtu+W2SiknQdMocaCZ+RUS/pWJsLVzcctNGO357JbFflzT1x3nD6dO5A34lI1H/NPY7JxZ90zS//gs7fpuMiHGeOddr+81omZr3Ipa02v59FzIu+33TKcR8c+pZFKL91SqQ+u3vt7DZ4iV+DOoTA71P7A7irLoupZj3sZi/oknkuqiWKbWud8Q8HetUV2aWaBC5h5AbGpFNmv7eo/dXqn1zTyvtdttNK0t/TiYilnoto/ZrpdrniV6KxLqTNTJxPX9StlpjblocVV/P+9zM3VIurYfYg9RcCmRaLtar0tkIqv25ig2JWPdnNZt+PUrRJmI/126JdXqsepyr56pYbDTK3K9je8xv42bDLzMO/t5XjRNvfxXHYr6JcaD2C6kYXSqWttv+Op04662ZWcMZJ42maCsxt4vSr//wEn/8LBn2Y0LW7HPT0tSPQbETu9QzY5qKPZnI19dsuGmR+WvAyOiof71E7Bm8DWLs51HjR+3dCxFgW84zr5lZpJ4VRPRN0uq2zIM/p5a0/GuV4llNLQKdMTGnUv96zT6/vfr7qudbIWJyUYgdelD5/DoG8TyWi/1tp+OPoo4399Ua4I1jM2s5a4qZmZgaFifiuV0I4lCidNLkLlXEwkTUccnwYlXqpPjGLAAAAAAAAAD0GAezAAAAAAAAANBjHMwCAAAAAAAAQI9xMAsAAAAAAAAAPcbBLAAAAAAAAAD0GAezAAAAAAAAANBj6VR/MBJpZShr5YyctCIKbp7YT7JYVDKIMkVSbcFrk1ichZeqIn5aXvi5isLPVwZRZsfvU+8WCjEMVN/0NVSb+IWOjKk6+mUOj3bctH8s8dL8G0jTxE1rZOLGUz+tKP20LPH7reVfzYIzFtTszUViGflt3Nfnh5ZIXDGUuZ8v9cuMo+r2Wq2/4eZRffrEk8Nu2pKWP+FUv6npHSK/zIYzvgb7/PZvRH4bR2JMJsFvY3/WmAUxwZNEzG+nTSJRXlvENLVQ1Qyvfiw3s7Lw783L1mr5LRknIpbIdcpPDKpNRL7FLT+tz1k7EmcemplFIk6KpcgiUaaJtEIsSB0xGNKkuszM+dzMrNNpu2mNpn/fvea1pRrjevcnr1Yz37NDkIN6+nnUfk3NAxX3Oh1/3VFrcVmINdBZ30Phl6fGSin2gOq7JXK9VdfriPt2gqm3tzKTW1h3jTAzK2OxsVfPQWK9XTLqx6nh0erdYxJnbp5E7EVTUY8k9mNiIRosF2OoFPE+OOuqHlv+vSVinY7UfkeExFzM7yzx92XNrLp/Gs0+N8+Y09dmZsNLxty0PPfbX8WStC32J+K+E+e+B8S+PhYP9B31fDH9berkGUVaW7SXXw9xLTmn/GxjuZrD6jnO581vtXVXsXC0LcZW049PceqnleI5dEzt0ePqNlHrZSyex9LU79NYtb9TDzOzVtuvfyf307KsusxEzKlQ+n0TibMd+Vgo4nIpYpBaA9wNgToAFGkqFg7Omu2XOQV8YxYAAAAAAAAAeoyDWQAAAAAAAADoMQ5mAQAAAAAAAKDHOJgFAAAAAAAAgB7jYBYAAAAAAAAAeoyDWQAAAAAAAADosXSqPxhkqn++G1TOUJ2mTovLSFZEXEuUKbKpy5VO/WVOkScq/ZrkhZ+vEPnK0s831in8MoN/56GoTkti/1qdln+tf4y13TQ1GpLEr2MW/DZpi7b0+k12tbhWKP36q76JE9HfnY6bNtLy69Ipqvsgd/rTzCxO/fpHlrhpSSTuTcyqjuqbQrSzc710zK9jFvljckSM19xPMov8e2tkKp8Y53F1mbmYv2r8pInfJiOj9cocSPz6p5mfNuYE9HZbxCYR71KnrczMYpEmijQxlC0SC0vHGa8y/IhA0+n4acNR7qaJKWyJGHdtEde8mJGLhhTLg8Vi/Mi9h2ovMVHbHb+es/qrt0WRP23knNJq7CFWQnDaK6p5Lb0vVDurZ44kVrHN7/dYrAVeWp77a3u748/xJPW38mnq11FU0bKs4aYVYu304lspRkskJlfI/fvuiHUiF/sFFYNLkRg5YyF39lZmZrnot1Lss9X+sJH5/d3s6/PrIq5XhOp7K0Q9osK/t2ZDjUk/LUn965VOHc10H0TO4qPWnUw+iYo5pfYEuf+so57/sqZ6jq7OF4tYUoprdXLx7OQXKZ911OqixoJ3b+2xMTdLJmJyJPaAaj9dir2Q2lc2Mn/T74UnNY7bbfGsHIv7Tvw2jiN1DKTihZ8rOLeQizwNMReLUqwBYp+nykzEveVizWm1qseeGHYWi2cgNX5MrQ8izhQiLpeiLVPneo2mvxeIxD4vVntAeTQo1hyZTz2zVI8T1f4qbiWiw5cMLxY5J8c3ZgEAAAAAAACgxziYBQAAAAAAAIAe42AWAAAAAAAAAHqMg1kAAAAAAAAA6DEOZgEAAAAAAACgx9Tr+KZMvblMve03OK9li9SrYsWr3LzyJqPf8qbeJCvuzckXxNsw5RvlxJsy5Rs2xRvkxzrircF+NvcNiYvU22edt6+bmXXE6x3jUrwGVI08kTQq3sidt51+E7VQ9ya61PpFmbnogCUt8fZK+Ubh6ukexBscvbevm5nFolVKMYLGxFjOxFs0O2KcJ86r59XbNYdb/uRQ86YQ/Z2IcafeAtoUb3hsptX5CvGK09RpDzOTb/r03l5sZjYm2mtMjKFEBNhmo/q+B517NjMbEWOrJcZ/JuohXryuY6F4g643XNsdvx59Yk1piUGZizE50PTvoC3emirjmrd2i/k7IuZ9Kt6gHouxoHtHjDv/ZcmWOdeL1EZB7XPEIiC3Ok8T9XZVzx5qD+hOcjML4m2/pReD1aXUHInrvTVcbVAi8bZuta/x20vtk8QetuWvLaMt/y3lbhubWSnfNi7e1u28lr41pvapfoxSzyxlKdLa/lrQKkbdtLZYQzrOWpbn/r0lIoDFYjMUO/vs/031U8RYVs8RFqrHUEuMrY54TsgaTT8trfeW+1y8XX50tOWmpd76GMRaPOKXNybapCjVeivmt3hjfSbeWJ84/a3eBK/PD3wdMc7b7f+vvX9psl1J8zM/d9zWin3Jk1XFq1omcdwa9fcfaKKPoGGbiSaTkU11VVZl7kvEWgDcNThFXSj8nx0bzATzsJ/fMN5wwK+vOxBhhtwnlLThyJPPVzBu85QPLr3CcyHUka5JXfl45jm0hr1qoz0MXkfN8DzzeORx22G63m/5ftOc+2QK87U3yK3wbgRzAuQ06Eq85scP9xhbwvPYPOUFvMEz0PrM+/MKa3hech0nmK8DPH+k9VHhMNMgRvni46fPMfYe/sesJEmSJEmSJF3MF7OSJEmSJEmSdDFfzEqSJEmSJEnSxXwxK0mSJEmSJEkX88WsJEmSJEmSJF3MF7OSJEmSJEmSdLHpz3GR3nuM1Vqp5OFPW75cLPNDUKyWBsVy/Su0u0HsTJmd7pWrX/Ydxqbngm3PsbcwQDRu1Ff7lu+1UTmoI/V+73lMeyiJsxga/lxzudb2HKxzDH1+gTkJFU3z/L6MscwT5s8K/T8M+W8+n2851mDk2p7LTWGEns9cxz99y4OzttyRI/RxH/L9nlsuN9Xc7rf9+IYDDPYAY7PBfIVUUlaYrgXW6Vco+IfX4ztOY77ehznP19/B3Hrdcn/RPP8wUO7KsUfIaxXyz7bnvlrmvF1vkEOfA+Q7GPAxd3PpYU5OCyUgqAf0P3QJ7g+NxhTmCXQXoJVDTt2sVDqXQLk9DXilv9HDGQJKnW3bX5t1y/vEtj1ibICJNE3L4c/nKS+6acpngpEmLSzyfc+bEu0vkMLiUqi0t9MzBOTfZck5kfbwfaU9EM5zIc9C+i0TjOm+5f6nPtmg3PoKh84B6pLO9XBOHWCTWFc48MDYzNM9F+s5T+0QS89IVP+RHmigT2rJ17zf8hpusKgolwxhfXz/9j2W+fI1x7YdNv4h13+o0JdwaMbzaMhPE5yza81j0+GcTc8sBc+AuS4PGIMW1gA9z9/veW2MkGfWR96nxhGeq+CsvW/Uz8dtw2dleFiuNed5eo8xwrmG3h/QGKRtEbq/dKhHg3NSg/+drPA8MJc8NvS8P5Tj9bbvz1imQy6coY6E3htucB5rMBemkOvpHd/+zPN1hHzx7euXGHsP/2NWkiRJkiRJki7mi1lJkiRJkiRJupgvZiVJkiRJkiTpYr6YlSRJkiRJkqSL+WJWkiRJkiRJki7mi1lJkiRJkiRJutj0/l9tp27QO8RqPb4TFSp4wRyDUIdyHe5H1awhuLfcjzt0MRQrDeqx7Tn4XPcYq0N+Zz+Etq1briT1MdmhcXTJfTs3h1IEpySoPfdxmv+llDIN+YZ/+vYaY+uer7mux+NzW/JYV1g4n5acPuYhzwWaJ3vL/VVqrucv9+O6/NN36H+Y433L5aCLy7bRPId27/l+t+m4nr3n66U1WkopY7heKZgmKfOWN1pv4xhDU5gn65qv94fnFmMf19yCzy9QD1gD35/5mt8euS57SOjzmO+11FzHBuNNKIduELtDgp3m49gK64YmEP2FeIA8SfO8wQ2Hgfb8FMj9X6GOfwl8Lsn1vC0fDn++rg+4F9Xjv38V5grO6THvjzXkgAYZGM/SsFZH2Ddbz7Hn2xpjw5DzVNxFoP6t5TxKS2uAXNrgfLvBfrvCmfmxHtdzhXtR/qV9n/s4g+NVqThhj/vydnuBu0Hb4Cw3T7DPwXz9+pbnybpBbD+ODbDzLBOcb2fYsWAu0xreQh1LKWWac12W23z48/GZJ8Iy3+BeeWxgmuMaKI9nDNWe7zfW42vWcP4opZTaKIfCuo+RfJYrhc8ZrcEzRph7b4+8F789cz9++PAxxkYY0wnO55Sf3t7yc2jax5YlzzvKdxVyAr4HgFz4CnNyhH1lCH05D8frsJRSGsy7tyesGzgP0L7+3PJsTmuqlFKm0IQR5gjNfxpv2tc3ev6ml2HQJ/cPx2df2sPGMc8RWhsfP+V2v4f/MStJkiRJkiRJF/PFrCRJkiRJkiRdzBezkiRJkiRJknQxX8xKkiRJkiRJ0sV8MStJkiRJkiRJF/PFrCRJkiRJkiRdbPpvefPe+5/1evXk9XqvEMSScM0QgzruO8S2FmMblHt9bjG25kuWseTgMxRs0I/7nq+3btTJNDbUl3DFIZfbQj0bVHEa8zKifvz9fYyxf/r6jLG95HIvt9xfqZvfXnNnzSP87WbMbaP5+oDBgalcXt/yXN7b8f1+ecl9tTzzzWYYm2+vK9QjhsoA83wbcj/v7bi/BpjHI6ybGfqY1ultzH3SK639fMNUjHLyDLvWCu3+h6953i1TruMnmAsV5tfXt+O6wFBjukt5t5RSlhnG5uQ2u0PSe4Z5MsD8p730ZcmdQueE1vMNR8hd4wgdHVSY43+JcmfVIS+Qeb4f/nzdHvmCp89p17b7L2ValhzscNCA9vd+PDfpnDFOc75e2CNKKeW55dhYYd/Z835bh1yXKdUT5tEG9ac1/lzzXvz6hH2653xJ5+kWxpTSXjqblFJKg9gG4zbAmbPD/9tsLc/JOhzHdkjcbcvnVNqTpiXPn9dHvuYTxnS+Hee2UkrpoW10vRE2M5r/tIjfnrltjzWvtwHO03vaX2BtDxOs+yfkNHpmDH1cSikd8uTbI7d7nsJ6gzzZX3Mf05a03CHPUy6H57EKZ5D03Fvnc3PruUG+hjwzDnkNTFCXebnF2Ftaw3AW6pDnV1obt5wLG0xYuF0Z4SGjhfHe6JxKuRz6ZMA1BbkrT0l+pRLLwPMF7A91zPOnNXo3lfsrni9KKROM2xjmcoe1McA7jnHK+eLb13+IsffwP2YlSZIkSZIk6WK+mJUkSZIkSZKki/liVpIkSZIkSZIu5otZSZIkSZIkSbqYL2YlSZIkSZIk6WK+mJUkSZIkSZKki03v/cXeK0QbxHK52n+6yA/qkS5YSu851qAchQpc80yRbc/9uO+54Ouay60tl1vXHNvhlX0LjWgwDdqeY2PNY9qg/tSXA0wT6suxHjd8hAtWmCR/8zkvsbdn7hQY0tJ6Dn57zbEptG0Y82Dfhty2AQac+mQeYXBajo1jvuYfX4/78j7B9Wru/2+PGMK/Zu3QtHpynqdEOUKipLXxoMkV5kgped2XUso45ktSnlkfx3WZl9y2GdbiuuV7vW253AZrivrrdy+5v37/8Tj2XGMRzKHUx3kzLQWaViqs7xX6K7nPOYZTHPN1bsAbjPfffModRseI4czBBA8KGQxb6dQpeEbK/fX12z8e/nygC54LneyRvz4vS57UO5xr1jUv9NQ3w5DPCwPMhw3ONHQWut2WGKM9hPLU29vzuAxccN/yBZ9r7mSKdThLdJi5dL4a6nFOmeBMQ/kLF1CBycWnkHw7eg7ajstRPpmgGrc5r5sKm8EjzJ9SeJ73uuVY+Hkaz1JK2aGOr6+5jtOUr7l2OF9BXWier1++H/78Dmub2t0a9CP0SS1wQBlyu3dIorWF57EJXl1Mtxjq9I6g5mt2WG/8jJoX+Ov3t8Ofj1NeNwusKXrH8XzkB5oG+elDOMOWUso0535+GY/7coa27Xued/TsROeMJ5zdKfUOkGfK43hfH1qe/5StBzrXQ59ssG6WJd9xg3NJSw+wM+xvcBigva9DOXpf1OB94w6xR3s9/PlGZwjYSwfIQR8/fY6x9/A/ZiVJkiRJkiTpYr6YlSRJkiRJkqSL+WJWkiRJkiRJki7mi1lJkiRJkiRJupgvZiVJkiRJkiTpYr6YlSRJkiRJkqSLTe/9xV5zrEKwn7hmp5vBFfFeGDt5v/7zsba3WGbf8/XeoNwK5XqjlmfPldoWbxbL7BCr0P9U+x3atsL96JpLPa5LHfPfMD7ecmwe8t2+wDxfphx7e+wxtrcca6Euv1vmWOa55+tt+xZjt2WMsWHMsTrkcZvG3CepKl8e+Xq/vOR6fHk9N5cbrUWo/zRQgj2O4doIZUoppcG6GaH/v7/lcjPM133PsTqEtYMJOwchTWJ+pXJwu7JuueDvw/y6z3newXQtA8wRmne0vbU133BMY1NKSWlhhz/1VpyTudwDBmeZ8w1hSqLYk7DuB+grhHWEMT23reMYxDJ0vjvZx78lC+yPO5yTSOw2WAjrlvfb3iAG6+dBexnlxJpz2B7u1yhvw0JYYf945uNJgdRWntuaY89ccAt7J/XVDmcoyrGUHOia25rnAj0ODPU4SOeuzx9fYmye8+Pl85n7nydeDr2+vuW6TMd1mW55bdPGv665/gM8K3DCz+Uobbf9uC47zPF5ucXYBPWnebeGepRSyljzXKBzTTof7vjOgdYNrO2e180A+W4Ycmwc8/wapuP7DUPuK1oaDYJ05t/gDPv69oixacpzIZ/r8xypIf+UUsreYI5AKqHdeR5zP3e4374dt/sJ9xpgbu0VzrdwiKVHxglSEL7/mJfjn9/vscwM826gMz+sU8pB1O4d3kk8w4Fgg3PVNOX1O8Nz3Lev/xhj7+F/zEqSJEmSJEnSxXwxK0mSJEmSJEkX88WsJEmSJEmSJF3MF7OSJEmSJEmSdDFfzEqSJEmSJEnSxXwxK0mSJEmSJEkXm977i7VjNIc6FTyO1ZOX61APitFFK1Sm5SuWfT+Ohh//c5lcj61B26j+A717h8pAd22hEXSnDvWnAd9xbOCSncY7t3sYj1tB97rPOfh1zfVf5jHGOswFqgsUK7Udt7u3PZYZYOF/X/O9Bsgs27ZBwdy42w36K9QT1wa0jWLTlOtBa+rxzP08T3n1DGENN1hwFWKUgzbMQTkWls0PYy2s033P8wD7EeYPVL90atuYx7tOP7/2Pw95AG4wtx4wcDTPU04rpZQRkskI5WqY5yss7ZclX+91zclkgMn88ZZjtD5or4o9QovqYgOedWgTOC5H84fOAhD67wecFxrk+wHGYQ17YNt+/mxSSin3+z3G9i3nS8p7w5hHl/aCGnIwnWnWFfZNqP/rI8fomrQXNAju4QxVOuWGHKN116C/Bsjb9MwCQ1rGsPfQObUOObaueWzoDDLOS77mI+8TFdZpOuP2DfqRzuew7vc9b4JtO/es+fEl98nzeVyXCud6zGn0PADnqwq3a/u5a6a1s8MzBD0zjnDOpncE6Xn+11gMlZQufr3h8f3Seb+UUjqM2w4VaVD/SucayJN0vxLmUO15TX34cIuxJ5wPY04ufHbcoP70/Je2hxHK0DPEBvW/j3OMUV4eJ6h/g0N6WAId+or2sCecZ9bHW64G9OVyy33S4KywhjZg9hngLAB5/uOnz3DVH/vredKQJEmSJEmSpP+N8MWsJEmSJEmSJF3MF7OSJEmSJEmSdDFfzEqSJEmSJEnSxXwxK0mSJEmSJEkX88WsJEmSJEmSJF1seu8vdoy1GKt00Xoc7Z3uRlfM9cBqwDV72/PdWr7fy8dPhz//05++xTKPbY2x2nMdsY87jA0UhGKlhLrUmsetDvlmbT83f8Yh/11hH6gBudw4Ht/xNueabC23G5pW9j2Xa3DNAQcuh1oYt29vWyzz+w9jjNGYfn/kdbPkS5YGE2995nKp3eOU67jm5YZrY4RghfuNY06365bbPQ2hcTDWNP0HWDc07yb4M94G9R8HGPDQXTvsAc8t9/E+5nIvM9QDMg3NIRSKfX/mOt5LXjdU/xXmwkb5FU4AA0ywlLoa9CPtD2+wFn95yRNvqDlGa5jOCr0f9zMsm9Jxn4XzRb4kanjWObM/nKtJp/E+dcW/Puv6yLE9b0odcmnMszCPhpLXPx2ZaYwaFKTzLeWUcTxeKDuUeX3Lffx45py40RkK+oTqgn2Z+gTKjJijIKlAvpymnLiH8ew+F/Ie1OPxzGdH6uMCZwI6g9Cz4RzqX0p+xmjwfEePx88V1kbLOaHSWQjm0PMBOeh5HKtwYKO9kfarCpsgnZMoF1Jd9u14ftE8wDoOeUx3fI6j57EYKvi/b/V4Dq2hzaUU3B+oTygn0HMJPePN8/zT5foO7zggz8wwt+iZcQh9XMoPciiMadoXYbssZcp91Rs8z9D8gVxCa4ryZNoD6AxBuSmdBX6tR+5/Ok/jGoY5NIYz8zTn601wr2nMY/rt6x9i7D38j1lJkiRJkiRJupgvZiVJkiRJkiTpYr6YlSRJkiRJkqSL+WJWkiRJkiRJki7mi1lJkiRJkiRJuhh8k/m/QF9BxGL4udhwPfqKMXz9mD4sDPXAKlIQPN7eDn++wldMnzu0G75Sx19Ups9v0tcM6evs4YuLUAv60ip97nqkD0xDn8xzvmaHL/n20IoZPtP4Hb7Q+tyoH+GrqfAnk0Yf7YQvN2/pC7Rwve879COtKZgN+OV26BPoyrKFIVhykbJ3+EIxfrY2V2SFStLHku8LfXU0ViRfEL8sDV+5hjRDX+mmL2XSNWvIQTS3brfckQMsnHk6twdQ6qKvxaZB2OErrK/5o7VlGPJCXeBLq/Rx7BtMygqdsoYc+suHfL3XJ+03edxutIhhotM5gtbOmTlJX7ImeGbBghSEM1L4WzxWA/IkhP67QUcvGr+BvsA+hovCOhjhK9hDhX1/y1+JX1f6SjbkUsobIfb6muvxeOZ69A5fDYd1R2fYBjOevsh9X46T0UabHKC8Vzr0MSSAfc/7RKONLvQXzTuyw8KhdUN1pPPhAAO3hS/dw+NY6TWfkxqsN1zDUK73fL+3B6zT0F+1wtfL863KBmfYnc780O4BHuSmKZfb9+N20/yv8CV42jjTHCmF94AG84T6JJ0rqW0TfMm+wbmSjifTCNek5zjolCU8D2xQxxX2gAme50fK5ZAv7vAc8XzmvSpNV3pmbGEel1LKNOf+v99uMUZrahhoP8qx9J6mQm6lcwIZ4ZllXSEHwV6Lr8lCPRs8ID37I8ZWSKIfP32GivyY/zErSZIkSZIkSRfzxawkSZIkSZIkXcwXs5IkSZIkSZJ0MV/MSpIkSZIkSdLFfDErSZIkSZIkSRfzxawkSZIkSZIkXWx692/WHGoQhGKl9BRtuUgsU0rp/cS9Suk9349Q27bn8/Dnr1uuYy85tkMVO7W7QoxaAKFhwFE9LlNzmQb9D8VKLWOM0Tx57nuM3cMln1uu4/MJ8xU6sg8w3nC/DedQlmLTmP8+81xh4lFOaLkmDS754QOt01xuD33yFRbO33yYY4zaPeRpV8Yx1x+GtFBnpvW2Qx9v0MkV7rXDDOrwd7wBylVYxGl4pinf67ZQLqEVkN1v+X4bzCFMvaHdC+y6NH/eYE7WknPap1u+4QD7ww7tvi/Hi6DWXOaRq1j+xefc7pEWHG0QOCehGGbReEW4GuXQPO/OtYzXW5qv2OKTfUV732/Jvm85tuVJPYywB4bNoEHeHqe8X51dInSWo3lLuaGH/mot99U85Ry19xxr0P98rj+3X81hX+rUH1CLs2ND5/pxgJwCfdLDuXiDauxwlqbzzjzmudx7viatjyeMQQvPA/QM8dxzHw8jzclcj7XmXHJbcp+Mc67nHgZoo2flFcYN6r/TmhqgT2AuN3qeCWfcGfqjwvzfYUz5zEz/wwa5BPprGI/bQPlimCDR46MaXBWaNsIevm15Lj/bcYzO9ZTvqPcHuOYE5+kCeaaE+pdSym1ZDn8+wvM89dUdzufwaI6nKzwDwnPj83FcT0jXZYRKdtjzO6xFOis0uB/NhdJCntzXWKRDbpphLX77+iXX4x38j1lJkiRJkiRJupgvZiVJkiRJkiTpYr6YlSRJkiRJkqSL+WJWkiRJkiRJki7mi1lJkiRJkiRJupgvZiVJkiRJkiTpYtO7f7PXGBp7y8VKh1j4eS5SSoXrQR0r1CPXpJROlYHYth/3SdtzmQr17yX3cYN6UP3prfw05nItVIW7Ktd/qNBuuijOhVyM7reMx7E/fd/yvaAnK7YthspAg5MvWUYqGEJDaHMppaz7ni8HbRtH6pMxxuB2uIJbmJRbnnZl3fLNJqj/3mANQ/cvUw6mfFFKKTUMHA015cJhgBiMKcUajA5M17g+xpPrZprgblBuhf6foaNpLqSGw/QvOzRuhHXaat7KKZW0ltdAHXJFX+bjnz9g/X685/rfb+dyKIQKZwyclXTREyXoXAKlaD+FREOt/lH058v8fF/95tD5FtYP9lrIwcu0xDLzlNdjhflA62ea8zXbDmceaFwLGYfyCW2cz+caY7Rv0tykvWyeci6tYS+g8w7VcW+5jwfqL0DPXAPsZancBvOA9r9hpPGm54u8ptYN+ivfrYxz2LBgHlC7B1gAywx7MZy9qC49PXSVUp5rqCedJW63GJtTX5VSBjruwHylZ9SUC0sppaQzD/TV4/nMl4O1fb/nPmkwz3eYk7QExlAVekcwDHBOhecLesbbV9jDYNxmOGunIaX3MBv047bmcrdbHlN6jqM8s8C+mLYqOgtMsHCWmcaNNtp8v52eJykFnWgbrV/aA/Yt7+sN6j8s5+631eM2tPXcuynKaR8/fY6x9/A/ZiVJkiRJkiTpYr6YlSRJkiRJkqSL+WJWkiRJkiRJki7mi1lJkiRJkiRJupgvZiVJkiRJkiTpYr6YlSRJkiRJkqSLTe/9xWGoMdZ3KpnLxRIVynQqmYNUrGMd28lrHqvQj3QvKtWxIlgyRgYYg1hLuBXNH+rIDvWgdtMUui85+NjDRYf8N4yxwt83oP+3LS+cES65LLBs4X734bjc23PN9YC2DdAny5zrMY4xVPYG6w3a1sLfmOqYy8zLHGPbnvtkh4n+3HL9977lulCnhAVCS6pOMF/hVg36uMOCu0/5opiewjWHmktNsDgwF0JSmCC2TDn2ttKeE9pGfw+Fdt/m3McPyCX/9Jbr/7t7vialmbf1eJ5PMO8+f8gx3POhuwZY36Wd2/vSRkZ1pH0KUU6DuUDrg/JkajYeE9DP9+NvTWswDpCER5ib45j3nmRbnzH2XPP6fzzzvkO5dIKcDl1S3t6O7/ftLdd/gwvSDBug/hXmX605udUht3tdQ1/SPKj5erCMywgb9b7D2RHGbRxzu1s/zun7ns80cDlcN+uaz1c0pi/TPZfDA9HxNbctr40hPQuUUqYhx0YY1AqzeYdzOD2jpnlC83+GOQJNK+vrW4z1Ic/JAebyGJ5LSimlhrnQG9wLGjDBWY7WDc4TeA660SEqzJMO53OoIj4z0nsHOo/SGqbEPIbK7NCPvCfCugl5q5RSVnrGhnSx3G9Ql+P73e55rG9LHrh5pj0st61VyMv0voL2zNBfO8yDBmuR6oEnRyhH700GeADcwj529pwwTUuMffv6Jcbew/+YlSRJkiRJkqSL+WJWkiRJkiRJki7mi1lJkiRJkiRJupgvZiVJkiRJkiTpYr6YlSRJkiRJkqSL+WJWkiRJkiRJki42vfcX276fu0OtOdSPf95LCPwaBBSEekCsw7vr3hvc7viaE9RxzNUoOzSN6t96LgihslMQ7hfvBe2m+o/QKXuDOkJsmfKYfvl+XG6ZYf4MObZteY7QX0WoT2BJlV7y/dI153mEmsC4nZwjA1xzazCXYbmN4Zod5sHzucXYAn3yXHMu/OXTHGM0XTdY4Gm8qfsxBh05DFAPmOeUZypM9HTJacj9P0A9RpjKA+1FEKN5N425cVvokxHqf6PrtTzvKnTy51uOTVCX70/Yq0K5X+55AGba4HCOnNvDKh8WTji34CiX/+BAc+Z22O4e+rmmQOHdvlO7f/6Y8FepwvofYL3OYz5ep3yz4Tk79zWdJWY47zQ4w9KeRDmxhXpOU+6PEXJbe+R9mupfOuV76BOYuCmn8zNENk45X44wt9ZtjTFcdxBrO/RlMAy5jjvtV/g8AJs47AV0BplDX07LLZbZ4DAxwPyBYSsDXJPGm86OdTsO7iusG7jgvOQz7G3P16xwZhvnvPbp2TDNISpzW/K9Vsiv1Ce0qOgMCMsjvj+g83mpuf7DlMet0HMhtI3ObNsGexXl5RP1oH2WxuZ2y+u7Q37aYQxqOV4Dw5DvNcIeTM9c00zvn879XyW1Le3d8JiA7zg2yEH0HDdTXt7yNSnnpV7GqTrm4L7nPfjjp89w0R/zP2YlSZIkSZIk6WK+mJUkSZIkSZKki/liVpIkSZIkSZIu5otZSZIkSZIkSbqYL2YlSZIkSZIk6WK+mJUkSZIkSZKki03v/cV+NtopVsPV6G5ck6ydumaFcrUe17+UUoaa3nnvp65XMAZ9AsWGMQdry7G9hfuF8SyllGHIMRxtmD/U7HnKf3OgcrfluJ40D2J/lFJm6GMywnjv0CdQlbKlGIx1h86icdvizUopHcYGuovul+Zyhw5ZIXa7jTFW1zwXti2GsC8rrI95PO6vfjqn5bbRXKaxGUMdf61JvuYULkq5kGLTQHOL1g2s4Tlfs+V0XtZHuGbu/vLc8pg2+Dvqh5C3Sillghz0DebyAOP26eX46DDPkC9ov4yRUiqMTYcNrsJcoH0FapIjZ48l1HCqIy1GSgtnqnH2zHW2T/7KrGtO6nXNCaDN+Zoph+073Avm877ToNM59dyexGee4wTX77n+K9R/muh8AnsZnEGoL8cpX7P140F9Pmnjh2cIWHkdNpcBFvk4wmMdPQ+EOUnrv+0w/2Euj5ibob9OPmo+n4/DnzeYx/ueY+OU+3iZYYOHMd32NcaobWNap9DHG6w3OsvNc243naGo3QPcb3m5Hf78+XzGMvHRu5SyrsfzoJRSxnmJMaojbXQN2p3yGj0r0+MkrSlCT6gpJ5TC+bW04/lFdYRmlynsKaX86D1MvuZjzXNogDX8cj/eA+idw45rG8ab3mMMuY54voXYEGbD3vM8jvmnlDJCHQlds8NcoMWfnhXeYJ9q8Hx0h/PMt69fYuw9/I9ZSZIkSZIkSbqYL2YlSZIkSZIk6WK+mJUkSZIkSZKki/liVpIkSZIkSZIu5otZSZIkSZIkSbqYL2YlSZIkSZIk6WLT+3+1QyjH6jDncvW4XN/3U/cqFYph/SkEFy3tp2M9tLmUUkaILSM2LtoGKgcF6ZV9LAbzAKpBPTxDu29DruRjz2Pzp7c8v6bQXzQP3p75egN0MfV/g3Fb5tzuAfqrhds1GLex5ntVqCNNV5wLcM0ZslVNa6fn63Xo/76tMfbhnvtka/l+0zDm2Jjrsqdx67RI8/yfRxhTuOJGcxnA7cqYJgPMO5pAc+7iUqF1D2jcBrmkwnjPU8glMO/uS27AyxJDcW2XUspjhbwMdfnlU15wH1+O21ZhbAaK4cyj88XJjYXOLCfK0L0q5CAaN7ooVSWdq0rJPUknGVpvdK46mS7++tA+AY1sW+7VHuYt5agKOZFyynPbYmyEjfplyWf3fX/G2Ndv3w9/3lrObRVm4LLkOm7wrLD1vIdP4y3XpcJ5LhzohprrP8GmNEL+6i3X437LY7OlA0MpZV3zuKVtDtJJeXs+YqzRvnmD/s+3K9OU2z1gXx7XZYU1OtE5aYS5DLEd5muHh64JzgVpfg0r3AtyOu1JC4xbg7Y9tzzvaLzTIx49K09T7scRDlHL/R5j2zPnkg1yL9VlCs9xjQ7a0O74DFR47xhgp24tt3scIE+G+TXCmhogT95h3j3XtxhrW85PFfaH+5zzzIeX47rQnKS1XeElwQZ79wDPjI3Ot3RmCeXoeZjGdIJciO/dYO9rIZeXUvC5Mb1743d8tJfmsfn46TNc88f8j1lJkiRJkiRJupgvZiVJkiRJkiTpYr6YlSRJkiRJkqSL+WJWkiRJkiRJki7mi1lJkiRJkiRJupgvZiVJkiRJkiTpYtO7f7PXUzfYtz3GhqEf/pzu1CpE+/H1SimlQv17yeUQ1GUYjmNU/Wk818d1GmNsbC3GOvRJg76c4+v8c/WHW5V1z/X/DnOr7fmivee/R7R23IbnDvfKVcR+pHY/4aJvELtPuW1LiO0wKStU8gl9/IS2DfDnIJqTO63vsIaHmm9GsV7zvX65x1AZ8uIoM6zvdc+xLVSF8lbrOSekvFtKKRXmwkxpkvJayIVUEJZ2mec8ALWsMdZaviitG5rn85zb9ilc8wa7bh/yuD3TRCilPNfc7h3y3b/4Jd/vBdqWNjKaPwPts/gnYti7+5aLwe0q9ElJezcl7JPnI1wZJ283QGe20Cm4tDHvgpN98tdmGPKCpVxKvTpP83GA9iS6FUznBmukQ25bVzi7wzofw/ppHZI6TJURcnM9eWae55z31i33V2rb/R7Gs5QyjXn+bJC3NzhzDjXXf4cz8wbjXcI1K+zf45jb3Uuu/wZ1bHC+pT65w8a6LMvhzztMvL3lvtpgjtBWRuV6z+0eYL96PJ7H14P6D3Puq04PqXB473C+muF+E8SGtL4XeOaFjTOXKmUZ4VltyGMzQp/MCxz2wt6xwvPkCHvRPMNahDXVWs5BA6zhl5d8vxr6pMF6o3W/Pl9j7PnIsTs8j/3uY36O+PjhFmNTmF8VzgID7AEN1v0Ga2qiB2nqZzhItJCXB7hXg4e1B+xv00R9EkNlhz2M3oWV8Gy10LqBeowwpt++fskF38H/mJUkSZIkSZKki/liVpIkSZIkSZIu5otZSZIkSZIkSbqYL2YlSZIkSZIk6WK+mJUkSZIkSZKki8EnA/8L9Ilg+AIcfakufbSWvjbe8dO0AL+ofPKrwxBNHzK9w5euH/Ap+2XK5ehr3XuDsfn5j6WXUvIX0+ktP43aA+o/wVd3R2jAN/rqK9SlhC8k0pc3YWhKg6/I0gdy6YvWO35hE+oSrrnS/IF+xPkDE2ijOQkfVVzoi4vhkht83pH6/7nnOq7whdy37/mrux9vudwNvt46hY4eICfTVy1pncJ3s9EEX26mrw2n3qKvfpftLd+LPsoJdYSP/JYX2iWhM9MXvHdYG1/e8vxpW+7Hl1u+5t99gNxFnymGMajh6/GcE37+LFBKKR3OEPUHO3QE45aWFaTk9IHlH1fjXJeUH51MYqkTbaOa0LEQv+79WwKbKp1Vd9j7e9hDxilPTNqvOiS+ccxfmK6Q8Vf4ojJuMD1ck76mDHvqCIeCIXxpuZRSdtofsS4xVMZQTTx3URDWCH3Je6gQgxNu3fP+soU+oTPBOMEXrWHc9pbrUWFMW5pbpeDhcRyPYxvsqUPY40opZYd+bLSm4H4VcslI57kwhyj7dsppcOanNwbrmttNea3As1V63l/mJV+uQh/3PG70jF0b5KAZ1mKYd6WU0sK5uMK6r5TTtmeMwWN0mebc//SsMMOhuYU5RHvYRvsNtPvDS54LH+5575sGmOfwzDKEPJPOxD+6Xoe9NPVjKaXAY3QZYMCHtImVEvejGdrWJ3i+gzFtkO+GIa+BmXIJZb2QZ2h/pv1mgz3g46fPuR7v4H/MSpIkSZIkSdLFfDErSZIkSZIkSRfzxawkSZIkSZIkXcwXs5IkSZIkSZJ0MV/MSpIkSZIkSdLFfDErSZIkSZIkSReb3v2bnWI5WLFg/elb1VCmlFJ6yyXpmhTtcD9qWyo1jVCNl5cY2nYot3+PoVZz/XHwey63tS2UyZeDocFyveV6DNCXNE8q1vM4OFAhCFXo/xFinWIt/z3ldsud8rIcX7O95snVCk3YjNbGOOT603yFUBnHkEtgHpch1/E25jrO8Oesry3H/vE1B29bWFOllGk6bsMttLmUUj7dciXDNCil5H4spZQO40Z7QIc51OrxNXHWQf0pNg6UE2C+1jxuMNxlD3Pv2/e83tYt1+N3H3PG/vxCeSaGMD8V6q+wvmloKKfhkNL5gupPMbpfGu8O8x/vletP84dQfsXzU6jmcPIMBNtzKf1s6/66bDscvuBgtkFsDHNpGeZYhsZhGnM5Onv1lsdohAPWvMD+shznqbdnvtcKZ5pvj5Pnk0on3FwX6svHth7+fKcDetjjSuExpay4w7itaz5LrPvPj3eHdVyhbXRcaHQuo3wJk5lScA/XXOHcNU55HlTYG2ncpjnP15HOnBCb0gY/QU7fc7sHaNs45vrvsE/T+miPGCppnd5DjimllJdbji1Tjs1wUKKz4wBjs1PyDQvkBnWkNbXTXIZyCz3Q8MNtDD1SfoX80/pxbi2llGVZYux3nz/EGL1vqXCew8f9kA/3DfYUWPcD5NBK72HgXDLBfJ0oZ4cY7Tc7nY+gH3eYC70/Y2yAHEQLpO3HsS3s6aXw+WiCdfrt65cYew//Y1aSJEmSJEmSLuaLWUmSJEmSJEm6mC9mJUmSJEmSJOlivpiVJEmSJEmSpIv5YlaSJEmSJEmSLuaLWUmSJEmSJEm62PSXvkEvNcd6O/x5xTI9xrBcyeWojlCsFKhLqcfXHIZ8r7pvMfZ47DG2HXdjKaWUCZpWQv+XUspQ8zv7MbRhb9Af50KlQR/TmE5jbvg45HaPYdyojgXmT2v5Xg3neY4tcx6bD/ccq6EVFfpqgT/d0HDXMuYgzrtcLM27X+8X1tsI86flxi3Q8A3GhsZtms79Hay142s+KG09ch/T2qhbjv3tPfflANfcwpoqpZRUbIC1Qd1I6a6W3Ce954vuOfWWx5qD357H/TXArvuvfsnrZplh74OGVwxSCMb7RKRSEuWBi+iSA+050CepGFWRzgKQEvDMQhrMZXZ8P6rH6fMYzbvfEJyacE6ifD9Nx0mA8t4GG+4057xRSz5X7luODbCAhhHWedin2/aMZVrL9e97rse65fzbIXHT3OyQqFo4bI8DbEpDbtvzkfuEztNDzddMZ9hSSplhn05jmtpcSikjzBE6r83QXwPEdjiz3W9zvt98vN4edBaCefByg018zLEOzwN7g/kKO10abtpvad8cYW1TMhxgnocj7K8xuGi65rrnfty+vcbYy5Lr+OEO82fK5ejs21vOr2O6JuypaR6XUvhgXOAQC2eJx/qIMRrv9G5ngn785ZdPMbYsud0V2rY+cv+/vNxiDN9XhFiFZ4iz7z+W2xJjkErwXNYgz4xhLnfYi+iYd//wEmNpjpRSSoP1TfviBp0yhIrSmmpwhqA+/vjpc4y9h/8xK0mSJEmSJEkX88WsJEmSJEmSJF3MF7OSJEmSJEmSdDFfzEqSJEmSJEnSxXwxK0mSJEmSJEkX88WsJEmSJEmSJF1sevdv9gqxfvL2x++FW2u5SIV61FyuUhUh1ilYcl3qiT4Z+5qv1/L1Nuiuach1vI15+L89c13S+HSoY2+5HtRVwwjjTf1fcqcM8OeINL2oFjTSQ803q7CmRromjOkMbXvuxz+foI9bKFMK/1WnwoKj5T3P1NPZtoc5CSM3T7mONxiAB8zlEecrrA/KQSHWoB4rtHua87q/33K5J9T/DjGayzXmc5iT0Fet58n1WHPBfc/5rkAuof3o86fjFXKnRTrAHgZ9AikBnSwW203bc8dN+FyeH+CGeDuYr5SX/9xon6LcRXMBezkFKV/DFWl/66fPhX9tYBzoOEr5fj+Orfszllm3vBm3Pcf2fYsxHr88N7c132+5z8f3oj0O6lhCX5VSyvbI5WrNO88w5T1whwNKmtIdckaDcavQ/wN02ACHWJqT65b7a1+P594AOWqquR9p/q/wrDPV4/lTSim3W77fAgeNaTyuyw3Om/TsB8NW1i2vYVpTIwzcPOY+2cMhva3wPElnKDhgPdc8f85m+x3WR5+O+4SegfCcBP1YxyXGtgZ9+cxjSnk5reG9QU7DXqZ3BJBfe67jCnPo/iEvuNvLcV/S2MyQk+l8u8MLkBFyKL6jgQW+zMdto7W9b/R8kesxT7cYe8LcohPsNMKeEwp2KEP7Db2To/cHwwTR8KxfSikbvYMK4z3NOScUyhcwR/7Df/pjvuY7+B+zkiRJkiRJknQxX8xKkiRJkiRJ0sV8MStJkiRJkiRJF/PFrCRJkiRJkiRdzBezkiRJkiRJknQxX8xKkiRJkiRJ0sWm9/5iLx1iUK61GGvtuOQw0PtiqEe+ValUyUr3yxettUJd9uMycKdhyNHPL7nctOY67nu+5ttzi7HWcrkxtKLBAPSer4f9CD32th73cSml7HsecBqD1LZxynNkggsucy6Hsxwm7O9elnxNuOjb8/iaDdbUuuXYt3C9UkrZYGxgKpR1O7fexvE4NsC6/zBDPfZcjwfWMV8zpLtSSinQzaX2kCd7HuwKeSukplJKKc8nzFfYLVro/1JK2anhoZpv6xOuly9XS25cg5wwwSL+cM99MkO7hzgZch0HWBydJhfsYVgshzD2Z8cbdA5BMcqhWBXqsHQvqgeenehesIdREqXuijHYn/PlSoeGU7t/U+oIIdiTaE6EjbpDjqKB2Pd8lutwLjt79tpgD6lpf4TDyQznqwfsBfOYy+2wRjZoQIN9tQzHhwa61+PtEWMV+oTGhupP63WC+01hDEZY47clr41lzgesTs9VQ77mNOcYJeEWDj0fbvksTWPT4Lm27GuOwT69w8jR/fY9PWvmvhrhuYTyBZ3rab7yuRieP57HfTlMeW4NU243Pc8MDziXQQPmGQ7G8EyfznOPR87l37/nXDJCLqSkMMOaWm73XG7K7Z7DGOx0eO8nz+6wTocRxgb6hMY75ZL1mfcpats4wjqF+TM1KAf76Q776RbaNsDDH72ve3uF+YpzMq/vLeSEUkrpML/iMW6FMxf0Px3VPn76nIPv4H/MSpIkSZIkSdLFfDErSZIkSZIkSRfzxawkSZIkSZIkXcwXs5IkSZIkSZJ0MV/MSpIkSZIkSdLFfDErSZIkSZIkSReb3v2bHUI9Bx/P9tPXnKcdKlIhlOvRoQG9wzWhbadgP1K5HJyg+q/rGmP/+A3GBtTQiL3l67WW6z8M+e8DUP2y73me0Jje5xx7WY5jI8ytBveqUMdpgr+L1HzNt7fcKeOYrzmFfh5qLvO7jzFU/vZDruPrE+q/5b788prb9tzy/OohtEOZR8vtfjYY0xFiMG4VctcCc3KI94P+gHu9PvOcXDdYU7BbfH/Lscea65mGJ+WYUkoZhxybBxq3GCqfb0uMUX4tFXJomAs0RwqsRUiT2F807yjEe+3xjzv2B90rN47X1Mn9uef7pTZ0LJNvRc2mc0mlfQXvl4PxrAaLo0GeGbD/ccB/M3CG0XkOBinNpXV/xjI75WY4H/a0OZZSpikn9QpruY4z3C/lPfo/EDgfwjS6328x9u177kuKtQptG47XCZ1FIVRgSyoNCq7PR4wNsO7u97zP3cJc6Bscwhs0bodnljG3fNvy2HR4ZK0wUVKeui25HrdbnlsFnnU+3HIdVzj7fodzGZ3Z0qNVp/mz5j5+wPyhMwhtSgucr5Ylr7chNIGeWWDalVd4H0Hzh3ayDZ5taQ3Xx/G6erzmtd1hL6ZcONDaCDmtlFJuMwz4vsXQ4/l6+HPap+4fPsTYCPmC5kKDddohNkz5fqkc5TTaZ2lsRmjbK+RJ2k/pPU3aO2jc6JmFxm2BPqH77TDvqJo9LMVW8vXozDJNOW99+/olV+Qd/I9ZSZIkSZIkSbqYL2YlSZIkSZIk6WK+mJUkSZIkSZKki/liVpIkSZIkSZIu5otZSZIkSZIkSbqYL2YlSZIkSZIk6WLTe3+xl55jLce2VmOshffC2+MRy4wxUkrNtyrDmIMVCvae2zbkUElXrNBXFGs79CP0Mda/thhbt1xuD6GO9YDB2fccAzTeFdrWev57REvF4Ga3Cf6+AXWELi73+RZjb49njD2gL2vZDn8+jXlVfXvkSs4jzGXokgH65JdbLvit5Lb94etx257UyaE/SillGnM9oLsK/a2Lyu07/Y3suMMmuN5Qaf3CuEF3fYX8tGO7YQ5Nx217mXPjPixLjL3ta4x9XPJ2N1Myhwk7QF5I+0qFvqK9qFIywXJZh2g/cU2sI6BcjmcPuh/tzzDRexgfKkOwT2AtUqc0LEeXTJs37MHnurhUjP52rGveJ57xwMB5tocNsu35epQbRshRtEb2PbetQWwac2yox/m5Q18915y3Rzi7D1PO6d++5+cIWj8bnKF6qMvzmetP64ByCpVboN20908UC3tghXPGy40eIfN4j3BmnuB8/ljz2Rfz3pByem4czf8NcgJpcIaiZ7XW8pzc1uPY+oS+6nlsZjhYTsMcY5S7tre3GBth7ae9f6AHDDhfDUNuG1S/PB+5/rje5jwpl/m4ntOY19T9lvsfn4dpLdJ7E8hBE71TmY7rSe8B8ORIawPmMp29aO/ocM20hikn77Cn0PubgdIrHr7yGpjn/PyU9tq3N9hL19xXE+SSCnXskO+WW67/Dos4xSrkBNqfKSd//PQ5xt7D/5iVJEmSJEmSpIv5YlaSJEmSJEmSLuaLWUmSJEmSJEm6mC9mJUmSJEmSJOlivpiVJEmSJEmSpIv5YlaSJEmSJEmSLja9+zf7uRsMQ4uxx2M9vlUuUnrPFakQKzXHllpjbJgglu9WUlUaVbHmK+4wAEPNHTZDJQeIVeqT0LiWi5QRYp9elhi7Q//HTi6lNOjLieZC6LDf3edcBupYB5o/uR7bnmOv8xhj65rv9/1xfM0O9xqgr96eOTZBn6zrHmN//L7FGK39km43UL7Il2str6kNFnHvuW29w1ym9RamMuWLkZLTyXU/QbllghwElVnS+oB7vW55jrzccsGPd2o4rQEoBsHUldDFvM9iRc5dk8a70wIJxfrZioDa87h16kwM/Xxe4OULbTt5diqwrxO6XY2NOFdJnCNn2/1XZqc1AmuS9vChHu/hreQxb3veW3aYnL3lfLlM+Sxxu+VzWW+5LmvIzx0mxDTmekA3ln07foYopZR5yY83y5r7eX2FM8h2XJmh5zIf7rkfXyA2wNyi83SD/bHCw9XLcjwG85DH5pfPH2OMxmbd8vzhfQ7WAJzZ9nB2XKGOdL3nM5cbYS6vGz0P53F7Pmnth+cxOi/DGfYJY/Pcc/1p798hdw1wPpzSsw7Un840y5zX2wbrhs71Ey3GkudCD4fcDvs+1WOA54EXeMa+3XKeHGruE8xPYQ3AtlHayecjfA6CtTjS3r3+/HNop70b1uIIL2JoCQ+wd9PZi/Ja6ssB9gDK863ltq0wl9fnI8amKc/XacrvaXp/Hv58hvcpjfLMkOvx7euXGHsP/2NWkiRJkiRJki7mi1lJkiRJkiRJupgvZiVJkiRJkiTpYr6YlSRJkiRJkqSL+WJWkiRJkiRJki6WPyv2X8AP7MLH9Gb48t0zfM3wCV9Co6/b0Rf/yApfFh7hw8jwMb0CH+jLReBredRu+vrvBl/RpFGFDx2WITRugknye/gi+jjAVyhhTOnroeEDs6WUUib4Cui9Hn+9sq3HX/QrpZR1hy/Zw5cT83cfS5nhS5/w4fmy4ld3j6/5CF8aLqWUHdZih3t9e42hssKcfEAMPuxa0oIb6KPh8BXQDdYbfX2Wvs86QMK4LfRl0eOfN/i7Gtbj5NflpykXfJlzjPaA1IQRvsJ6g1zy+WSeGeGro/SV30o5NIxC+vk/3yyHYC7TeNNXa2mjwj0/to1LxXvBWhxovdH6pk45Ua7SBfGLwuf6pMIXnfGLwjt8UTj2JfUxnLlwbdAA/HbQV4Ch+WWAvTOd2WArLs81b4D8ZWeqB3yVHsaP8mULjWg91zF9Wb4UPoPQ+bZCHWlM5yH3cw+JY4L6f4S9caRTIJzrO30tOl+xLNDuNId2yCfPZ47R1+rpXEyL6uWWv7q9wQFxC9OEtsbHI7dthbVIeW+DZ5ZtzWuRxjv1ZYPnEjpKU/0pl9D/ec0w727342euUkq534/He4N51+FFQIcHygnm3YdPH2KsUm/Su4XwcDLB3v7hfouxGR56Zzi70/GcnpUHaNsa5vk45LGm5yN8noE8Q+9o1udbvh90ym05nssN1iies+Hs+HjLdexwPqwTjBt0Sgs5lI6w85xz8gAJdlnyXMARhxyEz2ohxO/dYNwgl3/89DnG3sP/mJUkSZIkSZKki/liVpIkSZIkSZIu5otZSZIkSZIkSbqYL2YlSZIkSZIk6WK+mJUkSZIkSZKki/liVpIkSZIkSZIuNr33F2vpMZYjpdShxth9OX4vXPsey7yt+Xq1Qk16LtcatK3lS7b+831SczVKh3rse+4TquMG1ywlV2Yo+X7DvoWK5DsN0P+vb9CPNKQ5VG7zPQdhnrw91sOfr2vujz+9hv4opbzcxxi7LXn5fQxro5S8bkop5WWOofK6Hk8U6uNKcwQm8zLlSUk54XXNlWlwv1qP+3JteWxoadSa+3iENTyOudyHW47d8jQpH+/HN7zNuVCDnHA8w39cboB1M1GngGE8bsPLC+wbc+5Hyq80XyE9lUrzjv62GTcBuBesDUx4cFFa31f+aXaAm3HTMEoFIQT9FWoz4PXO1YPmXYeB22HTP1MV7GGoJE4fnHi/HcOUW4k5Zc9jtIYzFJ0pN8jNO4zgvuU9kGIznHnmeYmxIeyB65avt0I9xrBHlPKD/oJrPp90P9hfYj1ikVJabveT2h3ONKXwnjQvtxibbjn29ngc/vzx9hrLfPnyLcYWON/OcHaZYL1R7Pk8rn8ppexxL84H5hH24uWW5/8y52vu7S3G4MhZCp3LwvoYRlgb6Rmu8Jqi9wDDkCt5X3J/3W95ntyn4zGokBOmMfc/nQ9HfMeRT80dDs23j/k5dA5n5jG0uRTuKzon9T3X/wnPSBXWacrzpZQStz7qf8ihNF9nOp/As/JQc16m/Jre06y0p8x53EZ4doItE9ci7X2U1/Y1lKNcOOc9hd6tbTEpl9JPn7VBKLfD/N/hDDeNeUy/ff3y7mod8T9mJUmSJEmSJOlivpiVJEmSJEmSpIv5YlaSJEmSJEmSLuaLWUmSJEmSJEm6mC9mJUmSJEmSJOlivpiVJEmSJEmSpItN7/3FXioFowrBMbwWvt/y++JaW4y9PfO99j2GsP6t5/ttWO7457XmfuypUClly9UovedyDa7ZoVP+9Ke3GPt8mw9//vuP91hmnMcYG7Z8Lxo26pNv0La60pwMsZ7HraaJXEr5/sj1mIdc7tu6xtiXbzFUPt3zkh6G4zbcp9y25547+fWRYx0WFa2pKU+Tggs1mEObSymlQUqje1XIhdOUy01DbvcA9/v+ejxPNphbv9xzR35+yXOkDbnc2wqrEfryfsvBOcy9NFd/vRXFaNyyszFIC2UIuZ72ANxLqRy1m/YciKVUWEopNfxNl9ZUp84iP7/s/6ukLukV9lLqf2z3uTEltD7gqADXA3C9s8P91+ZsM3BOhIsu4WxVSinDlGN7g3MqnJlnOLtUOJ9sDc5Xcf3EIpi3t33L5WCf2OHs8ng88v1gn7sty+HPf/n8u1hmmXM/vn77nuux5XrAsb5sPfdXH2/5mjXMrzHf7Pl8zfWA8+EID08wJcttgSCcK8fp+MwDjxClQbKkZ64HnN3pmZH24gJrOJ2nad+ntV2hbbDcygj7Y+25T/ozz/O0FJcxn1On6XiNllLK5w/wjApt+/79a4zVJRf8kKtSSugvmgbbmp+VZ3h4mpcc2+B5eIN9hZ5f0161wwJoDfJ8z3NkpzP4DnWEZ006q/bQ7nHJz1V07togWEd6nqcxzX257zAGodkDnIKekO8alBuoj6FPRlio0wTjPYQ5CecLQnX8+OnzqWv+Z/7HrCRJkiRJkiRdzBezkiRJkiRJknQxX8xKkiRJkiRJ0sV8MStJkiRJkiRJF/PFrCRJkiRJkiRdzBezkiRJkiRJknSx6c9zmT1Gas2lajkOUpnbnN8lT1DusfcY23L1y77l2NDyNfcQ23vLFyz5esucY9Ds2MellPLla75mz6Hy6dPL4c//7b/5u1jm9cvXGPtf/v5P+WZDrv99zHOhP6Gf6xhD83I7vl7LE2GECTsOuY5fvr/G2AADsMOY/tP3XM9//fvjto2QBf7wdY2xJ8z/+5T7eId5TvOO/ozU2/EinufcV63nCzZoG0xJaFkpT8hB2LaQX9cGbXvN8//jnsf04z3Pn9+9zPl+MCfrCPXcj+sZhrOUUsow5H6c4F4dNogKa5jy65VoblElsf4d+qvCOi1hfsH1WipTSqFaDnQgOIs6M7SB+qOWnO8KlYN64HhDFNJCqTA+Z65HMJf/huwFDoFggzNDD+M3wr45YB7N9ZjgvDMOObbt+aLrmtfyEM5lHc6+M5yTNjiEd1h34z0fbHo/PguVUsq3r48Ym+bl8OcfP3+OZR7fv+V7fctnQDq73z98jLF1ywtvfeYxffn44fDnAxwQaWwqHJR2SA7fvn/P5f4pj80M6+P3f/vL4c+fWz4LfX/LsTrlPqmwpuhcSWeoUuGAGPZHOnctNZ/loFhpMN5Dzesb0loZ4YZpDm3Qj49nHrcC5WY4H47wrPnh5TgnlFJwE4xrAPqxNcih0Mm0FdM8qfCMtIezeymlTGENpGeZUkrZ4UXMCLlkhvVWYd3UMa8BOrukdzsNHuIoT45wCFxu0LYh56ABcsm25vUxDuEdAezPj7eckwfMkzm2b88Y63AuGfEZL5SBtU0GOFd9+/rl1DX/39f+ryotSZIkSZIkSfppvpiVJEmSJEmSpIv5YlaSJEmSJEmSLuaLWUmSJEmSJEm6mC9mJUmSJEmSJOlivpiVJEmSJEmSpItN7/3F3nuM1VpPlSshNAz5eg2uN075PfN9aLkacwyV3nJd9pbrkkKt53qMJd9rqNCPqSNLKR3u93jNsVpz7D/8/Z+OA/sey/yn//WPMTaMud3/8nefYmy5v8TYY99i7A7z5H/43/2rw5//4Z9y/f8f/+HvY2yZYC7n7ir/8D3XH+cC/Knl4+M42B65zJqnQXmZxxij2Vp6ruQwwpyka4ac0WCN1pLvRXOyQP9XWov5iuXZf/5+lJtazZNrDfOglFK+PnItP66QnyBn75CD1v24HF3vPsMeAN14f8nzdYE9YKWcPea+nG5w0WCAvZRUWFMV+hL3Drph6hKaxlCPSvOfKkK5EK5Za+6vHm94rh+pXMf6Q+jcNIkq1KOfyE2lcH79Lamw/nuD/arnHDyFvDFNOUexXG5fcyka9y3k5lJKmSHvpXX+fD5jmXHO1/s43mIMjpzlAe1+vuXYtuZ6ftmOb0h5+/n6GmMDrPGX+/1U7O2ZO2WZ856UrvkGfUU56gkDsMHAffueD6QNJvOHlzxPXh/H5+nnmutBz3cjPIduW54/9DhMa3HEvHCcg+i5fFrg3AKHqPWR29b2nAsbnVXhNUQaAkjJpfTcV8+3/Fw1jbn/X5Zcxw5n7Sc8h6bxGaH/J3jmem4wubZcDzrWjLS/wyBMw3F/TUOuf4NzBvXJAGe5fYd3NNAndcrjvYVJSWt7nPP18NkJcsmz5dg05vvNMIdqbFue473nfmww7faec3mDjYXef+wrDELoL8pb9B6AjsUfP33OwXfwP2YlSZIkSZIk6WK+mJUkSZIkSZKki/liVpIkSZIkSZIu5otZSZIkSZIkSbqYL2YlSZIkSZIk6WK+mJUkSZIkSZKki03v/s2+51Cpp25eS4+RXCiVKWUab7ncMMfQ+vZHKJffXY/wWruntnVoW25aaRArPQcbFJtqjr695vFet8fhz//n72+xzAAN+Hf/5vcxtrwsMfbHb68x9g9//BZjnz7c8zW//98Pf/6f/vF7LPNyz3Prj9/XGIOpVb6+HfdxKaXUmgv+D//yU4zN4/HP//TM8+CWm1ZqyXNkHsLNSikbrO/aoFzL92vhkuOU7zVNuR8po01DnsvDAG2Dq74+ctueWygHOWGHBrw1ygq5T75/206VK9BfqQ0DNO77SH2cy9XvkMvHPO/+7pecgz7f6G+bx3WheUC5/OQ2WzruAlR/uCGN6Ynrxf2ylFJhz6f6V4jN00uMPbfjXI/9SPs6wGLYburLn1ehIlTFDvO11pMT9q/MiAe93MYBckrawykPbXuef5T3Ou1XkEuHMT8e7GOuyxDGfYQz+N7y3tIanKFqruMyQf/D2eW55vs9t+fhzx9vuf61577613/3tzF2v+fnmVc4a3/5lmN1zufKv//Hfzr8+frIZQbIUTucM3bok+9w9r0veUw/fvwQY3OYCx3qcZtovkLeg3ZXOvRDLtlh7ce9E/Lvkh4GSikj5IsPcz4LDXDm7/DMsuWlWJ7r8bp6ex6vw1L4mbfBuA1bjq07vHd45gbQGqhhXxnpnQPk3ecf8jMqTbvbkuf5L5/ys/LnD/kMlbZMPPvC8xidD2lMae/e4Z3WCPN1DM94OzyfUj3gkRHPXusK7wjyUizjkPfM5+N4Xe07LFLIoRXOh/TesEO+W/F+8DwQxhvPsHBmmafcj9++fomx9/A/ZiVJkiRJkiTpYr6YlSRJkiRJkqSL+WJWkiRJkiRJki7mi1lJkiRJkiRJupgvZiVJkiRJkiTpYr6YlSRJkiRJkqSLTe/9xVpqjHWIldJ/pj6/ai2GBqpHe+ZLbq/5mkN+P90r3S+3rfZQDrqKeqpClPqfyn18mWOs9e9wv2OP5xrLbHuu4//8//waY7//3R5j65Zj//intxj78j3Pk++P49inTx9imX91H/P1oP/fwr1KKWWZ85ycpxz7/T33cyvH64quN8Kfbobc7DKOuR5DyzFKSNOQ5+sc7jePuf+h2WWo9DcrWIsnU+HzJXfmH78dz/PXZ57/nSoCOW2DnIb5qea6UKf0fnzVBv2/rvl6I+TyGSbsDSb6DeZy3fJete3HbRsnmJMjrIDQV6WUUgban7Nac5RWQD4P0F6U+78XmD+4aeb6N5iTjzXvORXWRy504pxTSqFeprEJqfyfC0IoXJOmFrWMzh50zd8SageN0UgbZBj31iGfrPm8sO95ru/7FmMT5L1xzPUfYY2kPqHe6DDLxhnOqQ3qP+VytxudfXNfvq3H47PCvrM+cv+38iXGPtzzeD+f+Zpfvz9irI/5OWjbjq85wf73N7//XYy1np8HKH3NU94D6Vx8v+XYFPaCXnMdJ5iwbYa8V2nd5Do2eu6F9TaHed6hl+nMP9HBGPbp3nO7Nzr7hjVVSim35bguE+QLeLwo8BhaIIWWFRqwU87ec6ymira8tkfI1w3O2cuS19QG5+ltg9gKe06IvdzvsUyFtm1rXqd0QlluSy4G/bzDWqwh19NeOsD5fIRYhXwxPuFZv8F7E3jGS8+G85znzw732mFtj5DnJzh7PJ95XxzgzHVfjucC5V16FmhwMPz46XOMvYf/MStJkiRJkiRJF/PFrCRJkiRJkiRdzBezkiRJkiRJknQxX8xKkiRJkiRJ0sV8MStJkiRJkiRJF/PFrCRJkiRJkiRdbHr3b1YK9hORUmoPFx3HXGbfYqzRvSq9g86Nq9CCRuVCCPuD7pX6qpRSai5Xe459+JD75F//7Rxj/7f/8JrrEswjtG19xNjf/6/5Xo9tj7Gh5jnUe479i9/dDn++t3yvf/8f/xhjNO1elhxcxhz7cM+xacrrY16O2/15yHNrGKAfKSdAu4e0OErBPAPTvNRQsA45xXXKW7BuOJecM8H6uM3HY/D2zPX4+paz4WPN9xpaHoCGfRJDpTUcuCCXge2h3OZckbHnNfy65th//ENeUx/vOU9++nBc0Y8jbqYZzDvaV36w6US4n564WYX+r3S3nttdITaUfD/sy9QEmuSIysHgYII9d83Utg5tw1wItfjBrPzN2ODMSVvBCL0zTce5ocOYj3AmaFDHCRLmDNcc4FwwjnlfTWeltec1Tnv7y7Lke0F/bVu+3+8+v8TY3/3N5xh7/sPXw5+vG6yfIe8Rf/iSz77/+Ke3GKPc/HyuMfbhd59i7P7xuN3bM9fj7/8Rzr49z8mXW56TLzOcfXNXlqnleqbnj3HJPbm8wHqDfLnBeWeAiT7CWXuZ8nobwxn38czPTsOQ203HE8pBAx2LYQ2s288/936AOfL97Qn3ymeCDRredjrDwvMTxNJ4N1jd9OyxTLA4YA9/feQcNFJd9ny/ZQrPY1D/kQ72UK7CuNF44/kEn1GPY7R37zDHd1g3lc6wkC+GMY/NvuYxTdNkg37skO86nIEG6P6B8gzMkwnyZLom1Z/OEBOst29fv8TYe/gfs5IkSZIkSZJ0MV/MSpIkSZIkSdLFfDErSZIkSZIkSRfzxawkSZIkSZIkXcwXs5IkSZIkSZJ0sfwJs/8/9Ok4+HIffZE7fMZxoC++7ue+ssdfD4av1NE14Qub9IU+uFkEH8g9d68f3O/f/ZsPMfYMX6r7j/+Qv4b5+sh9TF89ho/z4Zcad/gKZYev0rf9+Iu2M32xE9bGy5Rj9yXHPr3kNfA3n+GLtvAl2fSVZfoiN3+c8ue/XFnKDz4Sj9ek9Z2+AgqXo2/L02eiQT37JXKo5xCC00su9PGe58EDvhD6hLUBH3suO3wmem85uIZ0Tl82ph5+wFc0abxLy7H5lmP/4vMt3288blyD/qhQD/pSKaHd4eRsjRfFZUOLsdP5AuYCXZLOLFjPn/rxr+gz6ZiDTlSklFLwC/dnvih8ct2cn0G/GdT6CucM+sp03K/goEfX2+nL4PD549rz2avBUZvO9Slym3KubHCzHXJ6g3o0eFaYa+7Lf/13n2Ls8Tz+gvk//ONrLLPCF91fv7/FGH1heoYvQu8tX3Nfc7v7dNzP+5rb1lueP7c5z8mp5rF5ud1j7G9+n2Mf4H5DDfWkr9y/5D7uQx6bt0d+DhpgT6JnvO2Zr1mn4/l1m2H+LHke0Fqk52HaQ9qW60975xy+Lj9/yGMz5aaVHdZieq4tpZT1SX0C94O2TWF8Nij0XPN629NhuhR8fUPzjvaj+bbE2DKHG8I+Rc8JIzxHTzDgOJc77A/QtiHsw/RqaodZMkEu77TPbtCXeZqUWnNemJbjuqxPuOAI6x4qssI873jqynOhwTX3MN64pqD+NLc+fvocY+/hf8xKkiRJkiRJ0sV8MStJkiRJkiRJF/PFrCRJkiRJkiRdzBezkiRJkiRJknQxX8xKkiRJkiRJ0sV8MStJkiRJkiRJF5ve/6v1XIyK9Xb44319O3c9MEDB3nM5CJVasXE/fcVac6xRHaEcVhFiC8yM//H/+OHw5/+Hf7nEMv/wpzXG/ulLjr0+c9vWLcf2GCllgj9H3Ofjhs9T7qwP9xz7uOSb3ZZc7tNLHoBpzuUGGvB6XJeBisD1cG4huua5WOnHsV6Oc8wPqlHqyUTT6W9dJ/sLlneuB9xrgvn64Q4XhSRE7d6hXIo91lzmDdZ9g+E+u02N0xhjX55bjH24H5dbIJcMw7m/ldJ8PbVN/aBcjQWh/rTRUkVoMqOTDT9T5mwnn7xfh/vhmeVEZID+p6Fpp9v914XOZR3mdNtybtj7caxDrtz2fE7a1keM1XDOLqWUBXLbPM8x1qjdYVKM4fxRSinjnGMV7jUvuf7Tlvvr8cjPGL97ydf8d//28+HP//XffIplvnx9xtgf/ulLjNHiajBPvr/mcvcPMBeW4zk5fbrl691yu8cx1+MGh/CXW+7/333Izxi15fEe6/Fc3iHvtT338TjCuX6GOsZIKSPk9A1KjuEAX6GOdM7YYb0NMG6V9ok9P5FVmMsp91I/vrzkvFVrnltkhXNeg0Nnhz5JzzNvz9xXKzz7rXuuB51haS4PLddl33OfbKFtM9RjCs/epZTSYQ+r8Iw3w3zdob/alnN22lZoTdFJaMPz7bnnqvRurZRSBnjgT/1coW0nXvGVUkoZqb9w3kHboDJDWPs75CYauHHIc/nbV9jX38H/mJUkSZIkSZKki/liVpIkSZIkSZIu5otZSZIkSZIkSbqYL2YlSZIkSZIk6WK+mJUkSZIkSZKki/liVpIkSZIkSZIuNr3/V/cYqT2X6hDL74WpUI5VuFmHch0aMFLbSoux1Fud6ljzvSBUBrhmw76E+9V8xxpq8+nDGMt8fsmx/V8uMUb9te3Q7jw03JfDcXSgP2HQuGE/Qrkh91cNdfzRNYfQiI4NyH080N914JI0IyslE7ho6ueKdaR8QT0Jl8TWnfw7WKwK5EKqPqypgQqOOUa5a8J2H9fl4wsVgXrgXIYQtHuCdg81ty2uU7jXMOYteYCcsLVHjPWT826g9RHGIO0NvwbP7UU4uQDmV7pmqGY7mcsZzOVOmxisfbhbajYNTTt7wMMk9NtxW24xRueCcchrOZ3LtnXN99rgnEprdc/XfLnnts1zrv/bA54H6nE5ms/jmHPbCOedbctt633LsZZjA5S7T8ftvsHZ99M9n2//xS9/E2OUS+ns+1g/xNg857rUejw+yy3PkUbPHnAIv0OfVCi3tTzeE51BwjyvLRd623I9OvR/eoYopZS+5XXTYLwnPBccJyFaG094dqWtcYCchmchuuiY61Kn43XV91wG+79B3oqRUmaoY4c9YAr1LyWfOSHtljLktdhhv6V1OsAWTrl3WXLbhpBL6EgzQl/ROxo6vOyUS/Y8F/Cd0DQf/vwGeXKF+fr6oD0s9/885YkywsGE1uke6klPENv+jDFabzjeME8aBOn5aQ7jtm95v6fzLT0zfvz0OV/zHfyPWUmSJEmSJEm6mC9mJUmSJEmSJOlivpiVJEmSJEmSpIv5YlaSJEmSJEmSLuaLWUmSJEmSJEm6mC9mJUmSJEmSJOli0/t/ld7h7jFSay7V+s+XKaHMr6EGBUHNF22FKpNjVCqDxlHbqBh0JvUzXXIIc4H6qtdc/1rHHOu5JjeYvR2nArXuBOpjmgknx6Zy8KdDdL0Gy/5sL2KfnFw5NdQG8w/kNKwFdf/JTulY8PiGtdN6g+ud/nNcvuYA14SlX2oNBamPOQj3yjFeN9TPMIdCOc67eS9tkAtxvlI5ahttOanZUIjmKzWg8wZ35pKlQXD4M28PDG6G3ZX7udMCDw3vNc877n3o/0v78S9nmecYozxLa6vux7F9g3GAdTxAAn4+c7k9HcJLKcN+bgBvy/HBbF3XWKa2LcYa1OPx+hpj45j7/3a7xVjveQzSYtjWXGaB5Xibc5DaXYd8Zt62JZejPBv2stsd6ghTpEGS3TuMd4PnSchGdcx9soe106FDpilfj57Hno/cttJyuYnOElMe02k8Xm90Jhtg3m1Qxyes4e3s2X2APBnWcIOJ1+ngAvkax5sODDCHRmhbD/2Vd5tS6gDnK8gJlOfpfHiDvW+ZqG3HdXl7PGOZlXIo5OsRxo32zJHW25hj6YobvpvCxJtD9BgH4z3AvKOk3ffjMaD3APue812HXF62PJf3UI9SSmmwvnfY81OuH2DfoMPvDHPy29cvueA7+B+zkiRJkiRJknQxX8xKkiRJkiRJ0sV8MStJkiRJkiRJF/PFrCRJkiRJkiRdzBezkiRJkiRJknQxX8xKkiRJkiRJ0sWm9/5ihViHaO8/f81OhUAtY65HpWvmWC/tTLGSbkf92OCClfq45lilSmIDoFRqG04SqiMY8t8OOtV/oL7M16yhETgn4c8b9WS7Uz1+vR/dEC/600VGaByvKazIqVI4J3Ge//y9+tk/WTW4KvTXQOt7COMGc5LmOI7ayblM6vjz5TCXUDlcjFjwVGUGGNNcjPZLGJ2+5xg0++zeR3sOZFC4F9QCFtzZPYzOJWdwPU6OKYwNt5r66+fb3U+ubWz32UX8V2bb4AxY1hjpFc6j+/E1t22LZWrYB0opZYB9Z4PYmm9Xpik/HswTzNt2nKdqy/1YT+XRUm4LPMJAwW3PDd/xKHE8plSkNcqx5551xjHPrYmOjif6ZHvSHM/Xm5clV2SHvWw8NxeGIfdJOk9TP7Y1z9dtzX1SwtoupZQR6jgMeS6PI8TCOt2euY/3Dc6iU64jnxfynjRC7tpgLtR+3JfTlO8Ft4q5qZRSBnhmxOcLev6GvmxbqAtcj84Sqa9KKQWP4HjmzNeEaR7n6zzN+XpQjxHGm/qEcm/Dc31eb+t2vPZ32FPmJbd7mnPs8ch55vH2jDF6LhngIa+Gdwu0b1AOrQvkEphbuN5g3u2QS1o6f0B/DJBMoPrl46fPOfgO/sesJEmSJEmSJF3MF7OSJEmSJEmSdDFfzEqSJEmSJEnSxXwxK0mSJEmSJEkX88WsJEmSJEmSJF3MF7OSJEmSJEmSdLHp/b+6Q6yeu3sPV6v5er2HQqWUjtXIwQrX5CvCDevxNTtWEtpdGpSD+tPtBgjS7ULbKg8A1ONcMbrf6bkQQrVSJXP/01ymsRnofgPE4Jo91LNDHXH6wMBViKV6/FoX6Etcbzl0rghFoY40TaifYcKmS3ZavzTHoRR28cnlzXU5bh2O9ZCTE9fxXKKhNcz3+/kOOzsnK+0BgEphb6X5Cuv3z31O+NE1Kc8MVC6GztUfzzMnx+1su/Oh62Q16OjR6RDx27FvW4y1ns/Fw5ivmfb3ccxH8t5yZ69Qx97zSt5bHvhG5+KW7/d4PkJF8nwYx9xZ+577mPYJOgM+VxrTXG6aQl/WPG61Qv3hXvOc++TsXky5aAxzcphyPWjcyghnwJPnvH17xtgw5DFYQl/SFB8guc1jruP88pIv2nKfrHteH1vLc2hsoRw8J4wwNiOM97ZTTsghOqoOMBc65NdYDVjAbV9jrJbc7onyE72TgE5J7zIqdBbliwHGdIb6075C7aZ3McmyzDGG+w0dNGBtUC6pldqWx20I49PSOiylNFg3lMrnecnXhD1/h1wC07yM4dRPc3zf4JwN5aY5z4UR8mvagksppcG5JI0pjTWdnegdzbevf4yx9/A/ZiVJkiRJkiTpYr6YlSRJkiRJkqSL+WJWkiRJkiRJki7mi1lJkiRJkiRJupgvZiVJkiRJkiTpYr6YlSRJkiRJkqSLTe/9xV4qRrNcLkV6p+vBnaiKEGx7y8Ww/rmeqb/6kO9VoN3Y/9Rf57qShi32SacyZ+txbmrhuP251Zr/voF9Mpz7uwi3LF8T18eJm53t44GmMsVO5BJ2bm1ju0918g/KhcXDuelcJ/cCuZAGjuoCxaawBjbIyXRBXG85VCjRwPLmq4ZL8hT5S+Stc3s39WUsdjbPo7OrG9pGW2YYb5wGpzrrB+Ca1Da6XwuXxB7GpPwXGfC/MjCPWs5TwzDG2DyHWM/Xez7WGKPxu7+8xNgEOb21PcZoK7i/LIc/3yGnb/uW6wFzbJxyH1NfTnN+9Hk+cz8/1+M+SftYKYXPUNC2BnOrQ3/hkRmC234cHHqeB7Q50hwZYW1MSy64QzcvMKbjdBx7/f4Wy1A/LrdbDtbcNhrTYYTnCKhMC2e2KeWYkveBUkrZYN33liuyb898P+jN222OsWE8bsPz8YhlaNzm5Tg3lVLKGO71o6vuISeU8oP1HQ6CFfJWo3M2jM0T5t2+5nGbIL/SeagOx+ttoP0G8sw8U36FPoY9h/LTMOX7tdDyt9fcj9+fOTZPef7XCmuDNn3Ir7Sf9u14X8FnIOp/eIzbtjzeDWIj5Mlpzut7COO27nm/p3MJnWc+fvocY+/hf8xKkiRJkiRJ0sV8MStJkiRJkiRJF/PFrCRJkiRJkiRdzBezkiRJkiRJknQxX8xKkiRJkiRJ0sV8MStJkiRJkiRJF5ve/6v1XKx2KBdincrA1aBYbzk41Fz/3luO0Wvtnq5JlYR+xGK5HI0aOlnNc/WgaK4IzpKTDY/TFfqY7kVz6+w1KdhhvQ0nOoXmVoeJUGndn2xb5REP9YD6Yy3OTSC+X74jroBwTbrXDxqXQ5RLMOHRIsiV2dpxfq0j1KPlelAfUz3+EnkyXfP0sFE5XIvn7kf7aR4BWr85tsM+i9fExlEtYS6EvsS5RZ0FubBjuRyi3sL+OnG04tyUY1zH344Ks30YRyhIe+fxz8chX2+ezvXoMOdrTpBny77H0LavMXa73Q5/TnNlqHOM1QEeU2j9b89cjB8WYmgMjXhZcv1b2ON+rQdVI5d7bLngvBz3fyml9JrncuvHY9rO5uYBYiOcJWBshinPhZ3KhVAdYG3jhM1rCoatNBjwaaJzDTm+IT0LPB6PGNv2Lcao/ynjt5ZzCb2GGEN+GrEeedwGmHeN5g+MN43bOOZ6rutxfqL9doLrTWPOQZRLxjmXgyVcfvDge1wPyCV0lqP+h5RWWsn7FCx9nK976suey0xwTqAubrCH0VlhmvNVN1iKQz2+ZitQCAZgoOc4KNcr5YtcjtZAyvUD3GtrOReOMKbfvn6JsffwP2YlSZIkSZIk6WK+mJUkSZIkSZKki/liVpIkSZIkSZIu5otZSZIkSZIkSbqYL2YlSZIkSZIk6WL0acP/Anxqkr5eSV8/DsU6facO70Vf/Mul8Muo8O6aP8R8HMSvvZ/8evPZL4rjF63plX2qCn3Vkr7Ah5//Pvdlbf7aNX05/OfL4ABQOS74Zy/WQnDEe1GMvjZ8rv5/9r8UYf9DsT9zNUr50Rfk6euV4eeYC6keFIX1Rh9Spu8GQ8Each59CT1+YrmUUvuZxPWDPoFrcj5PtcCNAypycl+kdUpf1T6zCdCX6OEIwfU4B5cblYs/P5fTaCvC/qL5CpfsdFY70ZmdctNfYNz+2gwwcfc9f/V57fDl88fx2lrgC9kjna/ga+PbluvYWh6l+y0/HlT4AnWLX62GuTLlLxxDusevjbfwhel/LhkjC3zxfVuP2902+iI9fBGdzrcQm6clX3PK8zoZEAAAGONJREFUc6i13O5xPm73hyX3B867Pc8R+jp73+Hr7PBVej6GH9dznnM/PsJYl1IKDGkZYf4MsN740TCPW/oC+7LAHIGvpcevzpfyg/0dvmS/5a+bpy/Bl5LPIMt0y/eCOU7rfp5hvcG8+/76FmNth/uFeTIP0B9DXtv0RfoG623oMF9hvPc9j+lzPd5zGszjDx9eYmyec590ODMPsBbpyEx5chqP63Ib83rb4HrPR+7HHfaV5Z7vR+eyoeZ1utyOr7k98hniSXkezqIDrMUGe0CF/PRozxhLKW+nV5twrx3OVR8/fc4XfQf/Y1aSJEmSJEmSLuaLWUmSJEmSJEm6mC9mJUmSJEmSJOlivpiVJEmSJEmSpIv5YlaSJEmSJEmSLuaLWUmSJEmSJEm62PT+X60x0qHUUHO5Md4pl2k1361BRSrUsuXbYeOwWG3HZTq07eS9KEr91TvckOoCY3ricqXD9WguFKg/1hFjP/nzH93reBr8iv4sQn1yovoU7GcnOQZpTGk2nDOE+529E847uCrPZTDkyVA7TaIzd6N1c+JWP7gfpCCYk1DkbB9D7uXxpsrA7YbQCqgHtyDPg5ru9QM43rQ/xIE7l7f+/BmB0Xj3E5OywiQ/28Vn5yTWpR/nGTwDUb7ANXX1qP5l9L7HWNsh1nJsGufDn1eYEBtcjxNRzht9y8W2Mddlp7qsx+V2OOAOIzyKQOKgemw7tRvmNOzF6ay04wExX++5Qj9CTq81PT2Vsj1XKJfrMs7H11y3fL0O9W8wl4d5ibF1y+N2H28xtiw5lnJRgwUwQP+PI/QjxHbIJTDt+FkttO3xfIslnissfFpvsKb4WS2H1jVfc9+P594I+YK2sn3L7U57YymlTGNeb3iWgP0h9TP2ccv1H2Fttwa5EAYn5YRf6xJDpYU9Z4B+pDn+hJw2QB1pD96hTyhPzrfjvbsMuR4j7De3Be4157k1wRpoOyw4GrcQq3CvAfaHtkG+W6C/5nw/zK/bM8bS9FrmMJ6llBnaPU25Ht/+/kuMvYf/MStJkiRJkiRJF/PFrCRJkiRJkiRdzBezkiRJkiRJknQxX8xKkiRJkiRJ0sV8MStJkiRJkiRJF/PFrCRJkiRJkiRdbHr/r+Z3uLW2GOulxtg2HF/zX/6rfxfL/MP/8u9jrLU91yNXo5SeQyeLldxfua/KkK/YO9wNQgPcDi8Jr+xTuVpzb3WoZMVeBnA/HBys53GsVhgbqH8dz9WDmsZ+/pq0NqDZ+Fcdmj+8qs7VpaVLDifnCNckR852JsXOwGrA/Kdy1G6sDKz9MCl7p8QFiwoXDq1hyk8403NkP27DgHX8S+SEjPYA3BfDfKV+PJuTz44b9eUACaqGa7aT9zpXCnJa+UG6wMNOuh6dPaht585+vymUi+DMOYbzbSml3Jbjo/c05TLP9RFjfYcJMcIZfM/1315zu+c55+Aa5kSHvtp6jpEWcuyvN8x9Qmt5gP1lGI5jO/Q/5ftxmWOM8162P5/5fnOeX3OYk8/nFss06OMKc7mOuY9HyM2UU3Ya7209vl6DcRt/vq9K4fHeNxhTOqpSP8f7wVkizOMfxbb9uB9LKWVbYQ3DhL3dcj+PoS4TzB8at/qEOQK5ZH3kNVAhz1M99+24v9LPSyllpLbBs8480nyluRVDpcG+OE/H7aY6vr5+j7FpzvV/WZYYW2G+rlse02nK99vC+MDQlAHmCFSjlJrL7Zi7YOD2HHt7ez38OZ1laHHfYH8b4QwxQbsbtLtO+X49nHVGekdAIVgcHz99zgXfwf+YlSRJkiRJkqSL+WJWkiRJkiRJki7mi1lJkiRJkiRJupgvZiVJkiRJkiTpYr6YlSRJkiRJkqSL+WJWkiRJkiRJki42vfcXa+kQzbEGxYb9OPj3/+nf5+u1NV+w0nvmXJFaoRiV6zmWQr3Azc518Q/GJvfJ2XaX0sIFT77nh37EStLcqjAnsWCoBo0b6FD/Ea+ZYzQyXM/jkkP/+TL/+W5ncKuh3TC9ztUEQJ9UmFvYlbj2T8SgCM6DcczleljbfLvSqf4DzKFQrlLeojmJ0/XcmLKfHzfqqgp15BrCPgWlcMfEph3fD+cB9DHOV15Up7S+w/3+zNU4ueXjlMTFCHMo7LU8J+le584evyX7ludK33O+HCjfhG5r65YrAofp3qHcnseht1xuHGni5nbv23Gst1yGTHN+TKF82Vpu9xPWP87o8fia25qv12Ahj3g+P3cuHmDZ0fPT2+N4fEKTSyml3JYlxvAJAvLGAuM9jjm2b3kut7BOB3hmGaAj257HG3aWmH9LKWUa4HEc6pLWQGpzKaWsT3iOLjnWK5wd6VkHxm2Zb/maYRY9H7mOaY2WUsoE9aA9dYW8vMJcWG6wB4QbUl9RTm6Qy2mfpqzcKc+33O4pjAHm1iG3bYacQGuxw555v91jjObyuh7PvQpjQ7mEjlcN9kx8VmjQl1Ouy1iP+7nC2NSJxi3nC7LDetsgr9F5bF2fhz8ftpxLZnhWvt1y3vr29UuMvcd/HydnSZIkSZIkSfoN8cWsJEmSJEmSJF3MF7OSJEmSJEmSdDFfzEqSJEmSJEnSxXwxK0mSJEmSJEkX88WsJEmSJEmSJF1sevdv9p5DpcZYjpTSyn4c2PO9Kl2xQh2h/qQWajfF8hWzdqpU7TlKY8O1hP6q4+GPG9Qfqoj3wnbXHG1UEK46hL9VYC8Ouf4DlKQZOUDbCI5bqAvdqkMQVxQG89+DOqzhH8yGcME8J/F6VA/ok9r/An/rivejtkH9e8i7P9Dp73jYbNoffn6e43z96av9V14Uyg3TcZ7sJ/P82V2Fkxcu/p+uCqYt3KdovdEloU/ozMIb0k+j88WZOf7j+1EOovmVylG+oJrkhc970W/HNByv41JKKXOOLfOcyw1pv4J6hHxSSim9U2yDeuQ6TjXPo33P19zbcblhzHWktTpBudSNpZTyfOb6j5SoBtjMwrqjNT7DuNEZlqqxQ3+1HeZrzRfdw7lg3+Gc0SDvjfleG8yfCjl9XPI1R2hbuiYeD2Expr4qpZRtz7EdYiePUGUcj4P07DfD5KIz/7QsuSKUg0JOKKXgIk57CLWtw5zsU273BLkcXkmUvtFczvUcw/qgR49lzq9s+OyFT5tQDp4VIFTDmHboyGnMbRtpD4Z1usx5vk5Tvt+6rzEWn8ZgbeNZGnTIk48V7tdy7PbhJcbuy3E/P+FeVMcd3o10qCOdZ0K6K6WUskJsb8f13Fue/w3WNu2LHz99zhV5B/9jVpIkSZIkSZIu5otZSZIkSZIkSbqYL2YlSZIkSZIk6WK+mJUkSZIkSZKki/liVpIkSZIkSZIu5otZSZIkSZIkSbrY9N5f7BXe4fb256jL/+dypWI0RnKI7wflaqW65FjurXyzBvXgPsmo+tTuDi1IkYHq2M+NKfVxr+cGfOgwOuF2HTqSR+bc/MGWUV/SgIf+4nvB5ejvOlCNAa7ZoG20FtNc5vVLxhyChYN1pNthNVPjqAzd6+Q6xWkHefnEGqiw3/S+//T1fr0mFKNciG2DuRDq0qGPG62bHDqfLxDt62ncqBrQV5iTcz0gVP4reuzni5xZv6Vgh9H2ViEH0XqL8/V0cjp56PotgQ1rgDzVKBe14xy2DDBnp3xc37YtxuYpX3OE4dvhQDpAoprm5bjMmOuxrrn+63ONsZRjS+Hz9Ah1obPe8+24nvue96Sx3nIMxnQcc2xfnzG2bTkpjjAXak33y2PTGtxryP24Qx0b9OU85D6hvaftx/ejOT5Pc4zRXF4g9nxC3oa67A3GYA8Nh3rQ/Kctlcamw1zotF/BeW6ej8dgXvLYkA6t2+hYCfvcBGt4gDWQniM2qMhtyfeis+i25hw6jPlZ5xb6v5RSKrUt6GHf+1WuB82fcYBykBQeb28xtsM7reV2vL/RMwudwXvITT+qBz1z1RnWd8tzYVuP70drm+brc3vEGE2f1qj+lCehbdtxjF5fDnQ+h7Pat69f8kXfwf+YlSRJkiRJkqSL+WJWkiRJkiRJki7mi1lJkiRJkiRJupgvZiVJkiRJkiTpYr6YlSRJkiRJkqSL+WJWkiRJkiRJki42vfcXe28xVkvP5UqFix7Har5cKvLP9YByEKP6N7rhqTtSTeg9OfVxVivV8dTtCs2EHMoXHKjdJwe1QsEzXYJlYI50bBrUkeoy5Iv2Tv18fFUowhXBYtAntMBP5Itfi9E1k6v/LnWmjtSX5/qjQz/SuKX58+s18/0ov6Y21IHudXJS/gVQn9SQKDskk36ir36N5Fg7Oe9weqVr4tzKaP6cnudwRcwlqSTlmJpzScPc9OdPvnzFsAfQ3IK1WBr1/8l591dmzwee0qD9W99iLM338TbDvfYc29YYe8LZnQ82OTYOuZ69H9ez7bmvdmrbyeUzTvnxprU8NqWMMTKEtVArPErRkQYasK55TGnetZbHe3/mdrcwT6iOy5zbPU95jgxj7uN9y/Uf6FktT6FoHnP9K52lId9PMO+mIbe7hHVTSilby5NoD3mG5gGeJWgvw/cA+ZrTlNs9zXmejONxXXbIJXjegX3/+XiLsQHyJM1lOuvtIWen/FlKKesO6xfG+/l8xtgI9afdgdo9hnbDoyvPV3iQplxIZ7Ztg77MVywtHAjwmATX2ylfn0lqpZQBOnqAHLSFfZH6eO95n9q2XH9Ik6VWWFOwPih3pT6B1FoqjQ3U4+OnX/JF38H/mJUkSZIkSZKki/liVpIkSZIkSZIu5otZSZIkSZIkSbqYL2YlSZIkSZIk6WK+mJUkSZIkSZKki/liVpIkSZIkSZIuNr33F2ut5+7Qfz5I9xpKju1ws9pzOYqV2nIM7tcLlYsVOXMr7GIatXHI7+X3tsM1j6/aqR/B22OLsceaW/fpwxxjw5jvd2JKltLgbxg0fXBOUrl8v07XhIuma/KwwbqBcr3T/M9twzSD/RzmJBf66ev9SKcxpf46OQb5gjk00AKA4Nk8g3//C/O1Qf4hvE/hygfn/n7ZQ9to/dLYpOv9es2M5jKPW46meU51PLumeNhoEZ/MXScK0X5/9uxxcjvFPQcKZWcrQsnwN+R1z2M7zUuM4ZoMfbNB3muwp/Yxj9E853MSn4XyNbc917PX48PXMOTrLbd7jDWoZINgrZC3cZ/L9ZyW8Mh0co3gEoHYAmM6wOF32/K4xTM/VHKZcj2W+RZjDa659TXGaH+fJjr0p72Y9jiaW/nRuYb5X0opI6zTTufi3CUxl0xTvt4wwr1g/uDTMPQX5aAJYq0d37H3/MzYISfMS75XhWd9Wqcj9DMVXPvxeqP9e99zuwvku+WW1yKdhbbQ/6WUMlJeDrme8nUa61JK2SE20Puik/O8wP2ej+fhz2neUb6jfYrOzA3WwEb5As7oz7A/PB5vsUyH8xH1/0CvH6m/4L0V7X0tzBN65qLz+XJ/ibFvf/iSL/oO/sesJEmSJEmSJF3MF7OSJEmSJEmSdDFfzEqSJEmSJEnSxXwxK0mSJEmSJEkX88WsJEmSJEmSJF0MPov2/4s/sEtffYavn4Zi+AU7qgV90ZrKnS54/jvlx5ejL3YS6GMouOGg0pgex+jrjme/pvqHP+avAcKHgcvf/S18iZiGO3xNkoaav/ANX1ykr6xTX/6ZP3aNH7KHuTXBF3njF35LKW2/7mvd3LaT5WhwBviyK60p+nI7VOXMvbhchl1C5c58nZ0HAEK0cPCGOQL177AYhxN/9+SvpOcQ7mF0yZNfE89JiL5yfe5Wp2cejduZalD/U56n/Rlu1yDKMws3pFCCapJz+en58xvS4Cvry7LkcrAHbtvxF5V3Ggf4UjRNCDpP7xDbnvmrz88VvooevjJ9v+W+msbcxxsc9LaNvgidY3jkp24O1aT606fstxXaBu1+uee+HMMZtpRSKnxBPn2Unlc4fOH78cix8PXvUji3LXM+c1K5dOSED6Jjct7W/Nnz5zO3e5jgC/Jw5tlhLqR9YqE5CffaYG2/QrvpmgutU8gzPbRthLaN8CX4ec7l5il/ZZ2SQoccOtBaDLGB9n08F8Pcgq/Vz/D8TfO8wZiuYX1PQx6bZaG1fbLdsARobGhM0x49Qtvo7NsajXduQO85Jzyfz3w/eP5O9aRn/TrS/M99QnOSxmYPZ6dSStlgX1nX4/ma3mf9WpEc+v495/mPnz7ngu/gf8xKkiRJkiRJ0sV8MStJkiRJkiRJF/PFrCRJkiRJkiRdzBezkiRJkiRJknQxX8xKkiRJkiRJ0sV8MStJkiRJkiRJF5ve+4u11BjrpUMMYPCMXMdS25+9Ir3D/cIlqa+o/gOWy+/XqYq1n2x3Pb4oXa6W3P/jnKfh//7ffoqxfYcbwnCH6v8aSx3WcqHHusfYMOZ7zQtUhMabGlDyDVOXVJxbObZttKYy7H8IdphgVA7ulkM8mQH8rYvqiEsxlftz9wfneYrxRaGe6edDzglDzbF9f8C9ztWfM/bJNQxXPHcvqMXJvNxrnssxT8JY88I5e77IseHk0LRQF2oaL7dzBU+vN5L2bsolpw9xf4H6/zcw0ESixUWhEBtgPgxwTio9r+PW8vkEihUav3HM54w9XBP7kdoN5eYp12Oa4fAFZ8d0vi2llN6Pc+I0njuDU7vHPdd/hrlQIW93GPC6bsc/h/7vLffjvud5t285NtK40V7Q8zVbGO8B+qpB26gfqdwQ5k8ppQywpsbpFmOpCfNtjmWgiqXXZ4wNaXGXUgY6+p48Fg/hAeq20Pw/t/Hv0Lbej9dGKaU0mOep/gSfgaggzMk9Vx+f/7aQE0opZV3XGHuGZ+L7bYF6AOiTtLZLKWWA/W1r555fYz7HeQx7N7yb6tC2EfLyNOX7bXAeGEIjaL/HZxba8ul8QXsOxOqJMeVzSU5cE+zB3/7py0/X4/+b/zErSZIkSZIkSRfzxawkSZIkSZIkXcwXs5IkSZIkSZJ0MV/MSpIkSZIkSdLFfDErSZIkSZIkSRfzxawkSZIkSZIkXWx67y/W3igaIz2H4Gr5ffG0vMTYtr7li3YI9RzsUJDaVstxf1WoB70npzpS46hYhXGr0LYe5kKt9J4/x9q+53vBNYeB7kf9BXM5NjyXmabcWeOYYwOtmxgppZ8ct4z6kdZ9riVVg+pPeH7hwvrzgoVfYQB47VMOPS5IeRJxRQDlyWzAyRDaQBeE+vP8p/xK96M1kPU0T7D/qY8hl1BKo3mCef7EPDmz4f/okpRnYMB7ow0acnZod4Nxozr+oJPPlPoBGO9wv0r1p7yLU+Tcuvlr83zmRn56WXK5ls+j4zQf/rxBnw0wDnvLZ6hxynXs+5bvNx7XsZRS2vORyw3j4c+3lvtxhtm+77T+8yPMuuY+mUMdSyll22EMhuP7rVuu4zTme/UO4zbncWvwPDbD/dYtlxvn2/G92hrLTHPufxjustxz20rLc5LOgOuWy5UwT3YY6xHmSIM5OS+5bcOYy91ux/1fSik7jPcS7tcLzK0xj9u25XL3e37+bjBuy5xzyU55YUl9Am2DcXtueS73PeegFfpkggMurbcltg3KQC7f4Tk65a1fyz1jjPaOldbALYz3kMsMMCdpf+NyebxH6JON7hfm195g3PKULDBs8V6llNI7rTfYO2jvDvm89dyPN7gX5WTKQR3G7eXlQy739hpjaZ6scAa63/O9vr7mfvz46XOMvYf/MStJkiRJkiRJF/PFrCRJkiRJkiRdzBezkiRJkiRJknQxX8xKkiRJkiRJ0sV8MStJkiRJkiRJF/PFrCRJkiRJkiRdbHrvL/YB3uH2HkO11xhr9TiWS5TS9hXuRfXI1+xwR7om6eGdd4eKULt7OVcPvCaMTe15vIfYhgZ3y9fbtj3GRph2wzDC/bJa80VTn9Qx91Xuj1JKyXWkMYWhKRX/npLHoIbZQPcaYAbR/CnQthrW/Y+k+v/n6HEtTq6bk3X80SrOxc7khTOR8qPJBeWojnTNE33Sc07Y9zzHhwo5ATslX5P3hzNtO/n3UJgjHfqY974cPFPLDnOE6oh562TbsL+gWNqjz64pzkFwVRw3uGKluZxqQec7uBnV4+w8/yvzf/6//F9j7H/6n/5PMfbt69cY+/jpUyjz/afL/FruCeWWk+XofnmOffz0IZSh/rjBvfKZn8u9QjlqG5WbQ5mfH+vfSrnz9/p2stzZNfDz5X4L/X+23G+hjmfL/RbqeLbcb6GOZ8v9Fup4ttxvoY5ny/0W6ni2HJfJ55yzdXyP/z5OzpIkSZIkSZL0G+KLWUmSJEmSJEm6mC9mJUmSJEmSJOlivpiVJEmSJEmSpIv5YlaSJEmSJEmSLuaLWUmSJEmSJEm6WO299//WlZAkSZIkSZKk/y3xP2YlSZIkSZIk6WK+mJUkSZIkSZKki/liVpIkSZIkSZIu5otZSZIkSZIkSbqYL2YlSZIkSZIk6WK+mJUkSZIkSZKki/liVpIkSZIkSZIu5otZSZIkSZIkSbqYL2YlSZIkSZIk6WL/L6+6Z84kLqvbAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1400x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1400x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABWYAAALHCAYAAAANV5tCAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy88F64QAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd5xdZZ0/8O8pt0zPTHpCSAFCL0JoIk0EEZC6CCiIu6usKFZEFN1FsYKoCIiN5i6gAiJBepcaEqpDbyEhvU6m33vPOc/vj/zubCZzPp+ZuQkXwn7erxevde93nuc85+nnmck9nnPOmYiIiIiIiIiIiIhUjf9uF0BERERERERERETk/xodzIqIiIiIiIiIiIhUmQ5mRURERERERERERKpMB7MiIiIiIiIiIiIiVaaDWREREREREREREZEq08GsiIiIiIiIiIiISJXpYFZERERERERERESkynQwKyIiIiIiIiIiIlJlOpgVERERERERERERqTIdzIqIiGzCHnrooXe7CEPW2tpqq1atereLISLynhDHsT322GPvdjGqrre315544omNnu/ChQvtjTfe2Oj5yrvjjTfesAULFrzbxRARecfpYFZE3tfa2trsggsusP3228/Gjh1r2WzWxo0bZ/vuu6/9+Mc/thUrVmy0a7344os2ceJEO/roo805t9Hydc7Z0UcfbRMnTrQXX3xxo+Vbiauvvto8z+v774ADDhh2Hj/72c+sqanJ/vSnP238Av4f0tPTY5/61KfsX//1X/s+O+CAA/q1z9VXX71Rr1ksFu2iiy6yXXbZxZqamqypqcl22WUX+8Y3vjGk9M8995xttdVWdtttt23Ucr1bfvjDH/ar78985jPvdpFEqM9+9rP9+uz3vve9YaV/L61Hm7p58+bZjBkz7Iorrqg4j3eiPRYsWNCvj3iet1HyXVeSJHbIIYfYGWecYaVSaaPked1119k222xjCxcu7Pf5n/70J2tqarILLrhgyHldc801G7zXGaqOjg770Y9+ZLvttps1NzdbXV2dbbnllnb00Ufbr371K4vjuN/Pf+973xvQPui/o48+ekhlOOGEE8zzPJsyZcqgP3vLLbfYYYcdZmPGjLFMJmMtLS12wAEH2FVXXTXo3vf666+3Qw891EaPHm25XM4222wzO/XUU+2ll15K/fmFCxfaNttss0FjRERkk+BERN6n/vKXv7gRI0a45uZm9+1vf9vdfffd7qmnnnJ33XWX+/a3v+2am5tdU1OTu+qqqzbK9X72s585M3Nm5lasWLFR8nTOueXLl/fle+GFF260fCuxevVq19ra6n74wx86M3P777//sPPYfvvtnZm5I444YuMX8P+IYrHoDjjgADdu3Dg3d+7cvs/ffPNN19ra6mbMmOHMbKP17bJPfvKTzszccccd5/7xj3+4hx9+2B1++OGuvJ0o99N1y7S+c8891/m+7/70pz9t1LK9G5YtW+ZaW1vd6aef7szMnXrqqe92kf5PmTx5sjMz98ADD7zbRanIVVddVfE8WqmFCxe61tZWd9RRRzkzc+eee+6w0r+X1qNN2bx589z48ePdAQcc4Hp6eirO551oj1Kp5FpbW91dd93Vl/dwnXrqqYP2r2effdY1Nja6j3/84y6Kog0osXO///3vnZm53/zmNwNi5TVqhx12GHJ+bW1tG7zXGYpnn33WTZo0yU2fPt394Q9/cE888YS7//773RlnnNFX9x0dHf3SnHvuuc7zPFdXVwf/y+fzzszcl7/85UHLcPvtt/dda/LkyfRnv/SlLzkzc2PGjHG/+93v3OOPP+6uueYat8UWW/Tt60ql0oB0pVLJHXfccc7M3H777eduueUW9+STT7rLL7/cjR8/3uVyOXfLLbekXvPKK690ZubOP//8Qe9FRGRTpYNZEXlf+t3vfuc8z3Pbb7+9W7x4cerPLF68uO+QcGM80CxYsMAdeOCB7hvf+MYG57W+s846yx144IFuwYIFGz3vSmzIgcJ1113ndt99d3f//fdv/IL9H/G1r33NmZm74447UuP777//Rj+YXbRokTMzF4aha29v7/v8rbfecieccIJzbmgHs845d8ghh7hcLudeeOGFjVa+d9O5556rg9l3gQ5mKzeUgzPkvbYebWriOHYzZsxwTU1NbsmSJRuc3zvVHnPnzn1HD2adW7sfMDP3n//5nxWW0rknn3zShWHoTjzxxNT4/fff73bffXd33XXXDTvvd3KMLlq0yI0bN87tsssuAw5fnXPu85//PDyYHewA9Vvf+pYzM/fcc8/Rn+vq6nJTpkxx9fX1gx7M3nHHHc7MnO/77tlnnx1wL3V1dc7M3CWXXDIg7Te/+U1nZm677bZzhUKhX+z55593mUzG1dbWuvnz56de+7TTTnOe57l77rmH3o+IyKZKX2UgIu87s2bNsjPOOMOy2azdcsstNm7cuNSfGzdunN1yyy2Wy+Xs7LPP3uDv6pw4caLdf//99rOf/WyD8klzwQUX2P33328TJ07c6HlX20knnWSzZ8+2Aw888N0uyibppZdesosvvtj22WcfO/TQQ6t23TfffNPMzMaMGWMNDQ19n0+ePNn+/Oc/Dyuvn/zkJ1YoFOxLX/rSRi2jiLzz3k/r0bvh8ssvtyeffNLOOOMMGzt27Abntym3x0knnWQ77rijnX/++RV/N+yXv/xli+PYzjvvvNT4gQceaLNnz7aTTjppQ4q60X3729+2JUuW2MUXX2z19fUD4meddZb95je/sXw+P6x8oyiyq6++2vbYYw/baaed6M+ee+65tnz5cvvmN785aL5/+ctfzMxszz33tJ133rlfbPz48fbxj3/czMxuuOGGfrGOjg67+OKLzczsq1/9qmWz2X7x7bff3o455hjr7u62H/3oR6nX/v73v29hGNoXv/jFAV/tICLyfqCDWRF53znzzDOtVCrZqaeeatOmTaM/O23aNDvllFMsjmM766yzqlRCkcqVv3Pu5JNPrup1y98DmMlkNjivXXfd1bbffnu7//777Zlnntng/ERENhUXXXSRmVnV5/D3qk9/+tNWLBb7Du+GY9asWfbYY4/ZHnvsYVtttdU7ULp3xvLly+3aa6+1zTbbzPbdd9/Un5k2bZp9/vOftzAM+33++c9/3m6//XaY96233mpLliyxz33uc7QMzz77rF100UV23nnn2aRJkwYt86JFi8zMbPPNN0+Nlz9ftmxZv89nzZplvb29Zma22267pabde++9zWztoW4URQPi48aNs0MOOcReffVVu+WWWwYtq4jIpkYHsyLyvvLkk0/2veH4uOOOG1Kaf/mXfzEzs9mzZ9uTTz5pZvjlF9dcc43tueee1tDQ0Pf5gw8+aFOmTOn3sw8++GDqte644w474IADrKGhwRoaGmzGjBn2u9/9zubOndsv/YgRI8xs4Ese1n+5UBiG/eJvvfWWzZw50/baay+rq6uzkSNH2kknndS3oV7f3Llz7fzzz7f99tvPJk6caNls1iZMmGAnnHCCPfXUU0Oqv6F68MEH+5V1/ZdMfOQjHxnw4qrW1lY7/PDDrampyUaPHm2f+MQnbO7cuWa29m3WP/rRj2zatGmWz+dt++23t//5n/9JvXaxWLRbb73VPv3pT9v2229v9fX1Vl9fb7vttptdcMEFVigUYLmTJLFLLrnEdtxxR8vn8zZy5Ej76Ec/ag888MCAl6GlvWhj5syZdsghh1hLS4vlcjmbPHmynXLKKfbcc88Nuw6TJLHrr7/ezMz222+/YacvK7/Ea8aMGdbQ0GB1dXW23Xbb2VlnnWVLly7t97Pldiv/hfO8efMG9PXyS8fKpk6dOqBfru/DH/6wmZlde+21wyp7d3e3/eUvf7Hjjz/ett56a6utrbWmpibbZ5997Pe//70lSTIgTVrfev755+3II4/se9nKAQccYLNmzYLX7e3ttfPOO8+mT59u+XzeJkyYYKeeeqq9/fbbwyp/WdrLZYrFon3ve9+zrbfe2nK5XOqLdzo7O+373/++7bjjjlZbW2sNDQ32gQ98wM477zxrb2+H15s/f7598YtftC222MJyuZw1NDTYLrvsYl/5ylfgfc+fP9++8IUv9I2xkSNH2sEHHzzgL6LQ/fT29tq3v/1tmzx5suVyOdtqq63sZz/7GXxBzHPPPWef/OQnbauttrJ8Pm8tLS22//772y9+8Yt+9fyZz3zGPM+zefPmmdnav4hbv08OZw6//PLL6dz0jW98Y0gv1XPO2TXXXGMHHnigtbS0WDabtYkTJ9oRRxxhv/3tb/va56233jLP8/pe3PePf/xj0BcNPfzww3b00UfbmDFj+ubp4447jv5LjzVr1tjXv/51mzx5suXzeZs8ebJ96UtfstWrV8M0TCXr0d/+9jfbfffdrba21jbffHM766yzrKury8zWHk599rOftbFjx1ptba3tv//+Nnv27NRrr1692q688ko74ogjbIsttujrHwcddFBqf0T1kMvlbMKECXbKKafY3Llz+/pS+b/yoWnZcObKoXjmmWfspZdesjFjxtg222wzIJ42V7388st2wgkn2NixY833/b66H6w9yhYtWmSf/exnbfz48X1r0Be+8AVbvnx539xd/u/mm2+GZb/iiitsp512spqaGhs3bpx9/vOfHzDnlNfEP/7xj2a29i8dB3vZXHktuO6664b94tTyS0TT1sPyOBvsJWbrr/Fjxoyx4447zp5//vlhlWU4br75ZouiyGbMmDHstOPGjbPtttsOxv/whz9YfX29nXjiifBnkiSx0047zXbYYQf7yle+MqTrlg9vUb8vfz516tR+n697UIv+BduoUaPMzGzVqlXwRWCV7hlERDYJ7/JXKYiIbFQ/+clPhv0CrnVfnlF+uUDayy/OO+8897GPfczddddd7rHHHnPHHHNM3/cbvvLKK661tdVNmDABfufhJZdc4szMjR492v3+9793Tz75pLvpppvcbrvt1vdSBDNzra2t7sUXX3TOObd06VL6cqHnn3/etba29qX93ve+54488kj3wAMPuHvvvdcde+yxfS+9SHshw2677ebMzJ188snunnvucY8//ri77LLL3MSJE10mk3F/+9vfUuusku9d6+zsdK2trX0vclj/u8zmzp3b78VVZ511lvvgBz/obrnlFvfoo4/2fa/q5MmT3apVq9zpp5/uLrzwQjd79mx39dVXu5aWFmdm7q9//euAa//97393ZuYmTpzofv/737snnnjC3Xbbbe5Tn/qUMzO3zz77uN7e3gHpkiRxxx9/vDMzt+uuu7q//e1v7sknn3S///3v3bhx4/r6wIwZM1xra6ubN29ev/TldjvggAPcTTfd5B599FF3ySWXuJEjR7pMJuOuvfbaIdefc2u/S8/+//e8FotF+HPsO2ZXr17t9t57b2dm7rTTTnN33323u++++9zZZ5/tgiBwY8eOdf/85z/7fn79dpswYYJrbW3t+6+zs7PvpWPlfnjXXXf1+5m0spZf1rLzzjsPqw7K42ibbbZx11xzjZs9e7a7+eab3aGHHurMzB1//PEuSZJ+adbvW9/4xjfcHnvs4f72t7+5xx57zH3nO99xnue52tpa98Ybbwy4Znd3t9t3332dmbmDDjrI3XHHHW7OnDnuwgsvdFtssYX73Oc+N+zvmF3/5TL77ruv++hHP+q++tWvukcffdTdfffdbtttt+33/Y7z589306dPd0EQuLPPPts9+OCD7s4773SnnXaaMzO31VZbpX7P5H333ecaGhrciBEj3EUXXeRmz57t7rjjDvfZz37WeZ7nzMzdeuutMM3FF1/s5syZ426//XZ38MEHOzNzp5xyiovjmN7PYYcd5n7yk5+42bNnuz/96U9u4sSJzszcT37ykwFl/Pvf/+6CIHA77bST+/Of/+zmzJnj7rjjjr7xN2XKlL6fXbBgQb/59sorrxzQJ4czh5f7K5qbFi9ePOhL9QqFQl9+RxxxhLvzzjvdrFmz3OWXX+6mTp3aN084t/blfevWVXn+KP/35ptv9sv7pz/9qTMzt+OOO7o///nP7vHHH3dXXnll33fspr0UZ9myZW6bbbZxZuY+8YlPuPvvv9/NmjXLffe733U77bRT35oznO+YHe569P3vf98dd9xx7sEHH3T33HNP3xg98sgjXWdnpzvssMPcn/70J/f444+773//+873fVdfXz9gHnXOuTPPPNOZmdtrr73cTTfd5GbPnu3+8pe/uD333LNvTKdh9TB+/Pi+ufL00093ra2t/fYNw50rh+LCCy+ka2faOrj11lu7K664ws2ZM8f9+te/dr7vu1NPPXXQ9nDOuddee82NGzeu7x4feeQR9/DDD7szzjjDbbnllm7nnXd2ZuZ++MMfutbW1n7fH77ud8x+73vfc//2b//mHn30UXfHHXe4D3/4w87M3Ec/+tF+1yu/ILT8crlyvZb/W7p06YAy9vT0ON/3nZm5Z555Zlj1ucMOO8AxWR5n7CVmbI2fOnVq375jY3/HbHnN+NKXvuTeeust97nPfc5tvvnmrqamxk2aNMmdfPLJrrW1ddj5LliwwAVB4D772c/Sn/vVr37lfN93s2fPds79756Ofcfsvffe68zM1dTUuIULF/aLdXV1ufHjxzszczNnzuwXmzlzZl/9o/Fy0UUX9f3M9ddfn/ozd999tzMz19zc3G/tERF5P9DBrIi8r5xyyinOzFxDQ8Ow0pVffHDKKaf0+3zdB5MDDzyw35uDyy9DWvcQFr2M5p///KcLw9B5nte3ES5rb293U6ZMoS/ZGOzlQuW0e+yxR78yRlHUV6b1D16cW3swe8wxxwz4/LXXXnM1NTVu1KhRrqura0B8Q16I8cADD9AHgPKDclNT04AXt5Uf7I855pgBL5i49tprnZm5Pffcc0Ce5YPZtBdhlB+Q0g43Lrvssr4D3ba2tn6xZ555xgVBAOvh0ksvdWbm9t577wFvnG5tbXW+77t8Pu9ef/311HpIUz442myzzejPsYPZf/mXf3Fm5r75zW8OiP3617/uO/Rcv8yDtZtzQ3/5l3Ou72E5k8mk/tIAueSSS1xdXZ1btGjRgNghhxzizMz95S9/SU1brpfGxsYBB5gnn3wyPOApv7jkAx/4wIBD5r///e99hwqVvPyrPJaCIHDnnHNOv1j5xTjOrX1hUPkQ6rLLLhuQz1lnneXMzB188MH9Pn/77bfdiBEjnOd57uGHHx6Q7utf/7ozs36/hCmnMTP30EMP9fv5UqnkPvjBDzozcz/4wQ/o/fzyl7/sFys/2I8ZM2bAg/WOO+7ozCx1PBx22GGp/W4oL/8azhw+1LkpbVx94xvfcGbmDjnkkAG/GJg/f75ramoa8EuIocyjt956a9/BdHd3d7/YkiVLXENDQ2rbfuITn+g7JF7fJZdc0tdnK3n511DXo7333rtfO/f09Ljm5mZnZu64444bMB+X5+Kzzz57QJ5nnnmmmzRpkuvs7Oz3eaFQ6HuJ56xZswakG6weymVNq4dK50rm05/+tDNb+8tQptzX8vn8gJckHnLIIf3qnrVHec4444wzBsTKh92oT687do477rh+sc7Ozr590/PPPz8g7XBfLlc+1Lv66quH9PPOrT14DcPQmZm799574c+xl5gNtsZnMhk6Rj/1qU+5hoYGd+mllw653M65vl/0HXjgga6xsdEdf/zx7t5773WzZ892P/rRj1xNTY3LZrOpv2hmzjvvPGdm7oknnoA/8/bbb7uGhoZ+fWIoB7POOffDH/7Q+b7vZsyY4ebMmeN6enrcCy+84A499FCXzWbdRRddNCDN/Pnz++ofrc1f/OIX+37mt7/9berPvPLKK30/89Zbb9FyiohsavRVBiLyvrJixQozs9QXKTDllxmV06f56le/akEQ9P3/48ePt7lz59pee+01aP4///nPLYoiO+igg2z33XcfcO0vfvGLwyov8u///u/9yhgEQd8/8Uv758qnnXaa/dd//deAz7fcckv74Ac/aCtWrLD77rtvo5RtuD7+8Y8P+Gdv5X/ie9ttt9m//du/9YuV/6n9U089ZcVisV9s+vTp9stf/jL1RRif/vSnzex/X2xR5pzre5Hb6aefbk1NTf3iu+yyC3z5VqFQ6HsRyXe/+91+bWJmtsMOO9ghhxxivb299pvf/CY1jzTll6OU/9nfcD3zzDN24403WhiGds455wyIn3baadbQ0GAvv/yy3XHHHRVdY6hGjx5tZmu/u3b+/PlDTrfHHnvYpZdeauPHjx8QO+WUU8xsYFuu7/DDDx/wopxy/1l/nHR2dtpll11mZmu/v3r979g94ogjbNtttx1y+RHP8+zMM8/s99kxxxzT99UdM2fOtCeeeMLGjRtnp5122oD05bT33HNPv3+C+7Of/cza2trsgAMOsA996EMD0qX9M9YLLrigL836338YhqF9+9vfNjOz888/39ra2lLvJwgC++xnP9vvs/3228+CILBly5b13VfZq6++amZmdXV1A/I67bTT7KCDDkq9znBsyBzOlF/gY2b2ne98Z8A/mZ40aZIde+yxFeVdHqdnnXWW1dTU9IuNHTvWPvWpT5lzrt8/wZ87d27fP+//1re+NSDP//iP/xgwn70T/v3f/918/38fNfL5vO25555mtvafPa8/H5fH4OOPPz4gr0MOOcQuvvjiAf0jm832/ZPt8te8lA2lHpqbm1PL/k7NlcOdwz/2sY8N+Gfr1157rV144YWDpn3wwQftiSeeMDOzs88+e0D8m9/8Zr/2Yf7jP/6j3/9fV1fX932h7Ctghqq8HgznBWDz5s3r+z7SStbEoazxhxxyCEy/YsUKu/baa62jo2NY67iZ9c2bDzzwgB188MF2/fXX9+0PzznnHLvyyiutWCzapz/96b6vbBnK/Vx55ZW200472R577AF/7owzzrCGhgb4oi3mO9/5js2ePduCILDdd9/dampqbPvtt7fXXnvNbrzxxtQXek6aNMk+8pGPmJnZr3/96wHx9vb2fl9P0NPTk3rtch8xG14/ERHZFOhgVkTeV9z//34y9F1iG5Iu7eF9ypQpQ3pj7p133mlm+HtByy8+2FC77rrrgM8mTJhgZgNfyGC29uFyl112Sc1rs802M7P/PTCptrRylR++pk+fbrW1tf1i5U17FEW2cuXKfrHp06fbV7/61dTroPt8+eWX+w6Phttujz76qC1btsw8z7MPfvCDqT8zffp0M1v7/ZJDVX6YW/+AZqj+9re/mdnag+G0g5kwDPu+H2445arEuveADvfS7LHHHvC7FIfaZ4czTh5++GHr7Ow0s3d2/G611VbW0tLS77N8Pt/3fafltttrr70GHPSbrT2kK7fpum1XTpf2vaVma1/Ycs899/Trp+XvmURpyp93dnbaPffcA+9n/V+QZTKZvjG8fj1vscUWZrb2FyXrP3QfddRRdsUVV6ReZzg2ZA5nbrvtNisWi5bNZuF4/6//+q++A/6hevPNN+2f//ynmZnts88+qT+TNo/ceeed5pyzbDabes+ZTAa+hGdjYnN4Wqw8hy9ZsmRA7JBDDkn9Dm8zPO43pB7eqblyuHN4WrlHjRo1pIPI8oHxtGnT+upoXWPGjBn0BallH/jABwZ8Vv7FadreYrjK9TGctWDdn61kTdyQNd5sbTucdNJJVl9fP+DgejDd3d19/7v8i651nXjiibbllltaV1eXXXLJJUPK85577rG33nqLvvTr5ptvtpkzZ9qvfvUra2xsHFaZywfZ++yzj61evdquuuoqmzVrlt144422xRZb2JFHHmkHH3xw6vj93e9+Z2PGjLGHHnrITj/9dFuwYIElSWKtra121FFH2dixY/t+Nu2Xc2aV7xlERDYF4eA/IiKy6Sg/2HV0dAwrXfnghT3sjBw5sqIytbW19b0UAb3NdsyYMRXlvb60v/4pHzqkveCqWCzab3/7W7vhhhvspZdesvb29r6XJ5X/b7luqi3tXsoHUmmxdd9cnHav5TcQP/LII7Z48eIBP7P+fb7yyit9/3u47fbCCy+Y2doHGdSnyvU7nJdHlf+SZP2/2hyqcrmee+65AW96LovjeNjlqkQ2m+373+s+pA7FP/7xD/v1r39tTzzxhC1btsxKpZKZ/e8vWAbrs8MZJ+V+4Pt+6uGG2cYZv4PNL+W2mzlz5pDbrr29ve9/T548GeZd/mum9dOs/xKssvr6ehs5cqStXLnSXnjhBTv++OMH/Az6S0RUzxdeeKEde+yxds8999hWW21lH/rQh+zoo4+24447jpZ9OCqdwwdTbpsJEybAtpkyZQqsz8HyNcNvMy/3+RUrVlhvb6/l8/m+PjthwoTUQ3yzjbfmMJXO4ehljDNnzrTLL7/cnn76aVu5cmXfX0uicb8h9fBOzZXDncM3pM+W7x+tX2Zr7//1118fNK/1f2lkxvcWw1VeD4azFqz7l5WVrIkbssaXXXfddcO+rtn/1l0+n0899DYz+9CHPmSvv/663X///UPK8w9/+IPl83k7+eSTU+MdHR32pS99yQ477LC+l94Ox7nnnms/+MEPbPPNN7enn3667wB1zz33tGOPPdaOPfZYu/nmm+3www+3OXPm9Ptr7GnTptmcOXPsW9/6lv33f/+3/fa3vzWztWvJSSedZP/93//d1wZo7diQPYOIyHudDmZF5H2l/E/+Ojo6bOXKlUN6qFmxYkXfA90OO+wAfw492A1m3YdF9FcdlR60rW84Zezp6bEDDzzQnnjiCdtll13skksusenTp1sulzOztf8Ef+bMmcN+S/LGwv6J5VD/+WXZDTfcYJ/85CfN93376le/aoccckjfX2gsWrTIPvrRjw5IsyHtVn5TdS6XsyeffJKWbThtVn4wKR8IDFe5XPvss8+g//RyuH9NM1zlQxUz6+tzQ/GLX/zCzjzzTGtoaLCzzz7bPvShD/WN8zlz5ti//du/Ddpnh1Pn5X6Qy+XgX9RvjPE7WJnKbXf88cfbf/7nf9KfLdfHum9MH+pflA01TTm2Zs2a1Phw58uPfexj9swzz9jPf/5z+/Of/2wPP/ywPfzww3bWWWfZxz/+cfv1r3894OsnhqvSOXww5Tqr9C/ZB8vXzOy+++4bdD0r98Nyn2Xl2VhrDrMx5/CvfOUrdvHFF9vYsWPtnHPOsd12263vL1lnzpxp3/3udweM+w2ph3dqrhzuHL4hfXZj9oPhttdwldeD4awF6x7UVbImVnNvtr7y4ePIkSNh3Za/rmfBggWD5rd8+XK75ZZb7IQTTrARI0ak/sx3vvMdW7VqVerXCQymu7vbfv7zn5uZ2de+9rUBf9XqeZ7913/9l91888329NNP2z333DNgX7X55pvbddddZ8Vi0RYsWGCe59nEiRMtm832u0f01UCV7hlERDYFOpgVkfeVj3zkI33/LOypp56i3w9W9vTTT/f976H8/HCt+8950Xdnlf/ir5ouvfRSe+KJJ2zUqFF2//33D/grBbS539QUCgX7/Oc/b1EU2Q9+8AP77ne/2y+Ovo94Q9qt/J3FhULBttlmG/gXV8O1br4bkt6M/xKiGta9h6F+J/SiRYv6vivysssuG/CXQew7oitVLluhUDDnXOrhbDXGb7ntstnskNtu3QMj1IcrTVOObczvKt1mm23sD3/4g1188cX297//3a655hq77bbbbObMmfb000/bCy+80K8PVxs6/CnX2VDreKjWvdfNNtus7+seBlPus6w878aaU6k5c+b0fYfvjTfeOOC7ktEvvzakHt6puXJD5/Dh2JT6Qbk+hvN+gHXbqJL6fDf3Zttuu6098sgj9EB5OL8U/+Mf/2jFYnHA93qv65ZbbrHu7m7bcsst4bXmzZvXb7/yxhtv2OTJk+2FF17o+yvV7bffPjX/bbfd1jzPM+ecPfvss6m/8DZbu4at/xUab775ppmtbdOtt946NV0lewYRkU2FvmNWRN5XZsyY0fcdfzfddNOQ0vz1r381s7XfMbbzzjtv9DKNGDGi77vY0EuONsZ3tA1X+Xvx9tprL/hPx94PWltbbdWqVWa29q/yhmqbbbbp+9/Dbbd1H+TZPxP94x//2Pf9w0NR/qd+5fsZrnK5XnvtNfgzy5cvt8svv9yee+65iq4xVOVDVM/zhvxP1R977LG+B+XhtOWGKPeDJEngXy5VY/wOpe3mzp1rl19+ed9DbmNjY1+fYS+Q6erqst7e3gFp3nrrrdSf7+zs7Pse53figL+mpsY+8YlP2C233GKPP/641dXV2dtvvz3kOb1S5b/AW//lgWVo3JXrYNGiRf3+qmtdpVLJOjs7+77CZCjWrVvW7n/961/txhtv7Pv/y32WlefdWHMqVV6rGhoaUl9gh2xIPbxTc+WGzuHDUb5/9nLF90o/KK8Hw/m6j3W/fqCS+tyQNX5Dlb8zesWKFXC+KX9X61DWxyuuuMK23npr+F25ZmZ33323tba22rPPPjvgv/LLSidMmNDv8/J3rw/lkHjdX1oO95fRjzzyiJmZHX300TDtur94He7XwoiIvNfpYFZE3nd+/vOfWyaTsT/+8Y/wYKFs7ty59sc//tGy2eyQ3nJcqfIhEnpJSNpbqN9p5Y022nC/098xWi3r3l/avaL73Hrrrfv+qmO47bbPPvv0fVXCXXfdlfozc+bMsc985jPDavvyP/FbsmRJRV8xUX4z/NKlS+FhwtVXX22f+9znKnrQLf+z23XLdvvtt/f7q/SyxYsXm9naNzav/yI3ZN180w643ok+u++++/b9Zda7OX7LbffUU0/Bvwy+8MIL7bTTTuv32THHHGNma9/QnuaVV16x+vp6+/GPfzwgzQMPPJCapvx5fX19v++n3RDjxo2z2267bcDne+yxR9+/ZFj/pTLlB/h1+8WDDz5oDz/8cEVlKI/ZFStWDPhLts7OTnhId/jhh1sul7NisWiPPfZY6s+ccsopNnbsWOvq6qLlX7Zsmd144422cuVKmzZtWt9LstA8snTpUjvhhBPs73//e99nhx56qHmeZ8Vi0WbNmjUgTalUsqeeeio1v/eiddeq4czhG1IP79RcWZ7Dy/PfO+mwww4zs7V/jZhWR8uWLev7Jc7Glta3X3jhhdRfriRJ0vc9/Oselg6mvr6+73u/K6nPDVnjN9RRRx1ltbW1FkWRPfroo6k/Uz6sPPTQQ2leDz/8sL388sv0r2XN1r4ocIcddkj9r/w1MZlMpt/n5a9ymD59et/6vu53X6/rxRdf7Gvv9f+q9qqrrrL9998/NZ1zzq677jrzfd++8pWvwPKX2zjtL25FRDZ1OpgVkfedvfbayy699FIrFAp25JFH9m3417d06VI76qijrFgs2m9+8xvbfffd37EynXnmmZbJZOz++++3OXPm9It1dnYO+h1274TyXxY/8sgjAw48Xn31VfiwsKnZcccd+w7WbrjhhgHxK6+8MjWd53l29tlnm5nZb3/72wHfpfncc8/Z3XffnZo2l8vZueeea2Zrf1Gw/oN7kiT2rW99a9hvc957770tm81ad3f3kL53bn277LKLfeITnzAzS/1OxiVLltjPf/5z22233ezAAw8cdv7lF6WU35gcRZEdf/zxdvPNNw/42RdffNHMbFjX2XPPPfu+j2/dvxAsu+qqq4ZZ4sHV1dXZGWecYWZrv992/X/aeuutt8IH1Y3pyCOPtL322suiKOrrW+t64YUX7Oqrr7Zjjjmm30PrWWedZc3Nzfbggw+mjumf/vSnlslk7DOf+cyANP/4xz8GHHLGcWw//elPzczsW9/61kb7ypOlS5f2/euFdSVJYm+88YaZDXwB1vr9zczstNNOsz/84Q8VlWHq1Kk2evRoK5VK9sQTT/SL/eEPf4B/7Tp27Ni+A4Uf//jHA8bVSy+9ZLfccouddNJJ/f75dVr57733Xjv++OP75psf/ehHZmb9/hJ6XeU56qtf/WrfZ1OmTLETTzzRzMzOP//8AWl+97vf2erVq1Pv5b2ovFZ1dnYO+BcGxWLRrr322tR0Q6kH9B3J79RcWf6LxnVfPPVO2W+//frqLu3+L7jggnfs2ml9+1e/+lW/flr25ptvWqFQsHw+b3vvvfewrrMh9TmUNX6wf9FyyimnWGNjo1122WXDuvaIESPsm9/8ppmlzxl//vOf7fXXX7eRI0fal770JZrX5ZdfbplMxk499dRhlWG45S3/suKiiy7q9wumsvJf3U6dOtU+/OEP94stXbrUHnroodQ900UXXWQvvPCCnXHGGfAlh2b/u2fYe++99R2zIvL+40RE3qeuv/5619zc7FpaWtw555zj7rnnHvf000+7e+65x51zzjmupaXFNTc3uxtvvDE1fWtrq7vrrrucmTkzc62tra61tdWtXr16wM++8sorrrW11U2YMMGZmbvyyitda2ur6+zs7PuZyy67zJmZGz16tPvDH/7gnnrqKfe3v/3NzZgxw33nO9/pu866li5d6lpbW93pp5/uzMwdddRRrrW11S1YsKDfdctp77rrLvfKK68455zr7OxMTbt06VLnnHNtbW1uq622cmbmttlmG3fttde6J554wl1xxRVu4sSJrqGhwZmZO/300/vue/Xq1a61tdX98Ic/dGbmZsyY4VpbW92bb745aHuUy3PllVc6M3MTJkxwra2tfeVdsGCBa21tdTNmzHBm5n74wx+61tZWVywW+9Kuf93yvbz55psD6qG1tbXv2r/+9a+dmbkgCNxXvvIV9+CDD7p7773XfeYzn+m7z3Ibl8vjnHNJkrgTTzzRmZnbdddd3c033+yeeuop9/vf/95NnTrVfe1rX3Nm5vbff//Ue/7yl7/cV7/XXHONe/LJJ91f//pXt++++7owDN31118/aL2t77DDDnNmlpq2XA/r1+G6fXbNmjXuQx/6kDMz97GPfczddtttbvbs2e7yyy93kydPdmPHjnUvvfTSoO22bv2X/eu//qszM3fqqae6J554wn3jG99wnue5xx57bEBZ999/f2dm7uabbx7W/Z911lnOzFw+n3ff+9733COPPOJuv/12d/jhh/e1ZbmM5X7J+pZzLvX+1u3TPT09feU96KCD3J133unmzJnjfv7zn7sxY8a4I444InV8MqhPr1uu9S1YsMBtu+22zszcySef7O699173+OOPu4suusiNGjXKTZ8+3S1ZsmRAugceeMA1Nja65uZmd/HFF7s5c+a4O+64w5100knOzNzll18+aJonn3zS3XHHHe7ggw/uu34cx4PeT7mPlNtg/TmyfK/lMfiZz3zG3X777e7JJ590t956qzvyyCOdmbkTTjhhQBm///3vOzNzhx56qJs1a5a78MILnZm5P/3pT33tOtQ5vOxHP/qRMzM3depUd8MNN7g5c+a4n/70p+7www93++67b7/+09bW1peuWCy64447zpmZ+/jHP+7uuusuN2vWLHfZZZe5CRMmuO22286tWbOm37Xa29tdY2OjC4LAXXvtte6hhx5yu+yyi9tuu+361e2FF17oPM9zEyZMcL///e/dnDlz3K233uqOOuooZ2buF7/4xYD7WLFihdtuu+2cmblPfOIT7oEHHnCzZs1y//mf/+kmTJjgDjjggH7z+/pjOc2GrEfltOUyl69bXiMHG4PHH3+8MzM3YsQI94tf/MI9/vjj7uabb3Z7771337gv97l1xx+rhx133LGvzc4999wB9zvcuXIoent7XUtLizOz1DpHc1XaGjtYezjn3BtvvOHGjx/vzMx94QtfcI8++qh75JFH3BlnnOH233//vvu76qqr+uWdNnbKZSjvA9Zvy3XH1T/+8Q9nZm7y5Mnu/vvvdzfddJMbMWKE+4//+I8B93HVVVc5M3NHH330sOrSubX7PDNzhx122IBYsViEc0AZW+PHjx/f1z/S9jrLly/vy3eHHXYYdtmjKHLHHnts35xxzz33uNmzZ7sf//jHrqamxo0YMcL94x//oHm0tbW5mpoad/zxxw/7+uX6WXfeXnd9X38dW758udtpp52cmbnp06e7q6++2s2aNcv99a9/dYcccogzMzdy5Eg3Z86cAdf6yU9+0he/5JJL3BNPPOHuvvtu95nPfKZvzxBFES3vqaee6szMXXTRRcO+VxGR9zodzIrI+9rq1avd+eef7/bdd183evRol8lk3KhRo9yHPvQh9+Mf/5g+oJc33Ov/t/4DjHPOTZ48OfVnH3jggX4/d+edd7r99tvP1dXVuYaGBvfBD37Q3XTTTe6NN95wZubCMOz38+eee25qvqeeeiq87uTJk51zaw9W0tKu+wC6YsUK98UvftFtvvnmLgxD19TU5A488EB3ww039G2C173v8gPU+v+hg8l1ofKUy7v+9cr/zZ07d9B7KR+arf/fum6++Wa37777urq6OpfNZt20adPcl770Jff444+nlqcsjmN3ySWXuB122MHlcjk3atQod9RRR7nnnnvOXXHFFc7M3Ec+8hF437fddpv72Mc+5kaOHOnCMHTjxo1zJ5xwgnvqqacGrbM0t99+uzMzd+KJJw6IoXpYv88Wi0V36aWXuj333NPV19e7bDbrtthiC/flL395wMEeqvu0w4yVK1e6k046yTU3N7t8Pu+2335798c//nFAORctWuTCMHRTp04d9GEszRVXXOF22203V1NT4/L5vNt2223dOeec42bOnJnaL1nfci59rK/fp3t7e915553nttxyS5fNZt2oUaPc0Ucf7Z599tkB47Q8PhlWr+Vypens7HQ/+tGP3M477+xqa2tdLpdz2223nfvud7/r2tvbYbp58+a5L3zhC27q1Kkum826xsZGd9BBB7nbbruNpjn99NP70jQ3N7sPf/jD7i9/+cuQ76fcRwZrgxdeeMGdffbZbu+993abbbaZy+VybtKkSe6ggw5yN954o0uSZMA1e3p63Omnn+7GjBnjstms23LLLd0FF1zQFx/OHF6WJIk7//zz3RZbbOEymYybNGmSO/vss/sdzpf/+5//+Z8Baa+55hp3wAEHuKamJpfJZNy0adPc17/+dbdq1arU6913331uxowZLpfLuZaWFvexj30s9bDvsccec8cdd5wbO3asC8PQjRo1yh1xxBHu/vvvh/fS1tbmvv71r7tJkya5TCbjxo8f7z71qU+5uXPnDmiPtIPJ9W3IeoTSltfIwcZgqVRyP/vZz9z222/vstmsq6mpcbvssos7//zz3e9+9zs6/tath2w26zbbbDP3+c9/3q1cudKdcsopzmztAWia4cyVQ/XNb37TmZn77W9/OyCGxknaGjtYe5QtWrTI/fu//7sbO3asy+Vybtq0ae7ss8923d3dfb9suOaaa/qlYWVA+4D1x9XFF1/cN44mTJjgTjvttH6/zCg7/PDDnZnRvowUi0U3ceJEV1NTM2A/N3fuXDgHrGv9Nb65udkdfPDB7oEHHhhwr+u3w0knneTq6+vdpZdeOuyyO7d2zrjyyivdPvvs4xobG10+n3fTp093X/nKV9zbb789aPryL53vuuuuYV+b1Q9ax3p7e93FF1/s9ttvP9fS0uKCIHANDQ3uAx/4gDvnnHPgmHj++efd1772Nbfbbrv17cXHjx/vjjnmGHf77bcPWtbe3l43cuRI19DQkNqHREQ2dZ5zFXxJnYiIbFTPPPOM7brrrjZ+/HhbtGjRu10cGaJf/vKX9vWvf91OOukku+6666p23YMPPtgeeughe+GFF1LfsPxe9/Wvf91++ctf2k033dT3faYiItV21FFH2S233GK/+93vBnw/8ztl9erVtvXWW1tLS4u1trb2fY/nu2HnnXe2f/7zn3bXXXf1fZdzNT3zzDM2Y8YMO+KII2zmzJkV5XHNNdfYKaecYuedd57953/+50YuobwXXHzxxfaVr3zFfvGLX9jXvva1d7s4IiIbnb5jVkSkSn7wgx/Al5Q888wzZrb2+3HlvWPRokX2/e9/H75o691qt6uuuspGjRpl//qv/wrf6Pxede+999oll1xiZ5xxhg5lReQd9eijj9of//hHGH/22WfNrLpzeHNzs11zzTX2xhtv2He+85139Fq33norPPDs7u62V1991YIgsBkzZryj5UjT0dFhp556qk2ZMqXi74U2Mzv55JPt05/+tP3kJz/ZpF5qJ0PT2tpq3/3ud+3II4+kLwcTEdmU6WBWRKRKzj///NQXRJRKJfv1r39tZmZf+MIXql0sIRYtWmTf+973Ul9YMX/+fPvb3/5mjY2NdvLJJ1e1XJtttpndd999tnjxYjv66KOreu0N8dBDD9lRRx1lZ5xxhv3qV796t4sjIu9zjz/+uH35y1+25cuXD4jddNNNNn/+fNtnn31sp512qmq5DjnkELvhhhvssssue0dfwnXnnXfa17/+devp6RkQ++1vf2u9vb124oknWktLyztWhjTFYtH2339/8zzP7rvvvr6XhVXq8ssvtxNOOMEOOeQQe/nllzdSKeXd9vLLL9uBBx5ohx12mP35z3/ue/mniMj7TfhuF0BE5P+SCy64wHp7e+3jH/+4NTc325tvvmm//OUv7emnn7ZzzjnHPvKRj7zbRZQUn/zkJ+2cc86xvfbay3K5nD311FP24x//2KIosuuvv77qD7VmZttss409/fTT9stf/rLq165UR0eH3XzzzXbwwQe/20URkf8j2tvb7cADD7Szzz7bttlmGysWi3bPPffYBRdcYJMmTbL//u//flfKdfTRR9tzzz2X+ou/jenNN9+0j3zkI/bVr37Vpk2bZh0dHTZz5ky7+OKLbccdd7SLL774Hb1+mmKxaMcee6ydeeaZVlNTs8H5ZTIZu+qqq+yGG26wtra2DS+gvCe0tbXZpZdeaieeeOK7XRQRkXeUvmNWRKRKHn74YbvxxhvtoYceskWLFtmqVatsxIgRtscee9gXv/hFO+yww97tIsp6isWi/f3vf7e//vWv9swzz9iSJUusq6vLxo8fbx/+8IftG9/4hm2//fbvdjFFRCTFypUr7YYbbrCZM2faq6++akuWLDHnnE2dOtWOPPJIO/PMM23UqFHvdjHfMQsWLLDrr7/e/v73v9vcuXNt6dKlFgSBTZ8+3Y4//nj78pe/bHV1de92MUVERP5P08GsiIiIiIiIiIiISJXpi1pEREREREREREREqkwHsyIiIiIiIiIiIiJVpoNZERERERERERERkSrTwayIiIiIiIiIiIhIlelgVkRERERERERERKTKdDArIiIiIiIiIiIiUmXhUH/wVzfMhrE4wekSz4Mxz1x6GloSlh+OMQkoh5mRCOe59LI4dhTuKruaT+7bJ9cLfFzTGVKVEbg3Vn52Z478fiBB1zKziOTJLoj6nZmZD/pr4OE0IaljVv+sjhlWl3EFXYjVcTFm18LpHG8AosKxCIJsSLFxz39nRdKxC7L7pjeXntAjnavQ1U3ywyMnIWVk1wv8DIz5fgBjzgfzJKssUsc+6ZMJGcOVTvR8rRp+pqyLsGvRW2NVSdfTCiqFdX+yF+jtWQljyxc8B2NhkMN59nbCWL4Ob306Vy1J/XzBG3Nhmmy2BGNJsRHGxm0+DsbaOp+CMStlYWjyjsfBWG9v+rzQvvB+mKbQuwrGRk07CcZ6VuHO8OeffxXG3mt+86d7YCz2cT+KwhoYC/309itFZK708LztyMYyTPDMEZMxGQRkXxnge/Nc+lhg1/Lp3hHfm+/he3Ps3sC6YzbIviBJb4OErHG+h8sfkYenpFSEsZjkSW7NShFZReL0e/MzeI7N5/A8ZB55vATXMjNzZJ/hk7aJk+G3W4k+mOC6ikg9hmQx9kK8TwrJeIsivL7Ehd7UzxP2XEjKyPZrOfKwk5B2i2Jc/hLp5w70ExfgegwC3O98EssE+L4jNoYj/JBUKpEYaLeI9Du2JwvJOK3J4PoqkQ1izPodSReg+ZzUo3O4rmIyT2ZIX47InJDEuN8lpA0CMJf4Ie5bbL2JSZuWuvEedvnSt2Fs1fKlMNbd2QZjRRDLhLj8GTLNZ0Myl9TmYSyfw7Es6csW4XUl6lmd+nl3VxdM0wvGqJmZI3uWVSvxnvnhB2fBWJn+YlZERERERERERESkynQwKyIiIiIiIiIiIlJlOpgVERERERERERERqTIdzIqIiIiIiIiIiIhUmQ5mRURERERERERERKpMB7MiIiIiIiIiIiIiVRYO9QdH1+BYMcax3jjB6UAoNg+mSRy+ljkcdB7OE0d41PPw9TwDMVJ+RwrCyu9ofZELJvhc3vdxuhDEWD3SZiPRBHcfC0ieManMhMRQV2b5sf7vkfKz34qQ5jafxUieaOzQ/FiGpFHZGHasT7LxxooCgpXWMSsjKz1D09H5KT3mGe5cNfV4wkb5mZmZw3kmcQRjUQnH4lIB54nuLcBLkx/gke9IzKc9iMwXpJ4ryxPnx+byyko/yPrGugJJhu6brWEe6eNhkCHpcF9YvXIRjBW6luFY93wY6+5JnzWCoAmmaRm7G4yN3GwLGFvw5j0w5mI8bsyrhaFsqQPGismo1M/bO1bANCEZU6uWPA9jm211EIxtSpIQz6VRtgHGMj7u0yHYafg+7uuFIgxZEpVwjCzibA1MyL4mCMh8DzZtEdu8k4nDD3A6UkQLArL5cmTvSyolQtt6sm7G7LZxqOI9VEJ2Pex6ESho4OO+FUVsnWZ7CRIjfTkm6eieDfS9hGzQ2bNHTAZH7OH6z5LNduLhedZjYxjMM2x/yPe3pN+RMvoBKSOpLzbnOXDfbH8YhGQvQa7FHnZ8MqZ8MneFpL7QdMjazSPtFoRZHMvhWEImKDIEjBwRmAfqyyd17MjzRWJ4TmBjo4bcN+uTpQgvtgGY6xM2u0b4Wr2FHhhb3rYGxpYsWw1ja9pxOkeex9CzYT5H5nnSS3pLvTBWaMflKORw/edr8jAWknW4tzO9nru6cRlLRbLpIu29zZZTSLrB6S9mRURERERERERERKpMB7MiIiIiIiIiIiIiVaaDWREREREREREREZEq08GsiIiIiIiIiIiISJXpYFZERERERERERESkynQwKyIiIiIiIiIiIlJl4ZB/Mu6FoZyHz3fzWRxzIF3sHEwTJTi/YgJDFtE8PRhLDKeLHUsH4CTkSmYeS8jSkWQJCbK69MF9+x6+g4D8CiAk6cIAp4tI/XsJzpM0tyXgdxWOtA65FBWTGKkSi0nMJ/0E9uUKy08LScpRWaoKi+lXPOBwliSZYwOOXNAjfbkSjsx3rIg+qa9siJeLIE+WElLPEejMpagE0xRKRZxfCU9czsOTiU8mKD/A9+b5OE9Uk67CRYD+FpVkSXtWpUFQTt/HdbV6xYswtmzBEzC2ctFcGMvWTYSxuvopMNbdjvvQ1tvvm/r58mWzYZquLlzGRQ/PgrHm0Xhfla8pwFhvDx4fZrhPjhzRkfr5yroxME02PxbG5r3+GoyVelmPPZHE3mOyWRjyyahk82w2mz5OShHJz8exuITL6CyCsSjG86VHboDt59AGK05InyVzLNlNm4vpLoqE8PWiCNdXEa1LAR5zQZDB5aDwYpDJ4PYOQny9MMb3VkjS69kn/S6TwfWYIZ0kJs+MHllDSqRtIrIvQHt+j5TDyLNrTLoy23tlM2QPwsrC9nOgDTyyP09AW///II6RPkm6CZ1L6L4Y7K9CshdlE29Uwg3H9u5sDxiTB0BH6tIHD7cZ0v9jMt+xOZmVg60rrFFdic2T6TGfzJNREe+FoiIe2zE5JKjPkLmX7N1zZH7NgTHc24vLuHLNChhbvHgBjC1cOB/G2lcuhzE/wP2kNpeHsXxNTfrntWRN8fGY6upYBWOl3m4Yi8lcXujpgrE6UH4zs/r62tTPwyy+t54CWVOK+L7r6htgbCj0F7MiIiIiIiIiIiIiVaaDWREREREREREREZEq08GsiIiIiIiIiIiISJXpYFZERERERERERESkynQwKyIiIiIiIiIiIlJlOpgVERERERERERERqbJwqD8YBBkYc87hWJKQdFHq577h/LKeh2MBPmd2Ho4lXgBjscPXi8l9xyAUJTi/iFzLSJ0wPBWJkhAqJyt/jCrEzCLSpgGJ+R7OMwhwLCTlTECbxjCFWUzKmNAGYEGcJ7lt3t6onGz8suxIGVmeDB0CNCEqRmXlqLQYLB2rr4rum/Q7ilQJ668lNneRooTkggGYs8MwC9Pk8zgWkxuIIhwrRSWcrljE1zO8vvlB+roSgM/XpiFLMlnDKu3ndOzzzgzg+jDLwUjzmA/C2IhROObImFqzYgGMbbvn4TBWKi5O/TwIumCaZYuWwpjnlsNY4nB9xfFoGGto3APG5r31MowVi62pn4+o+wBMYw73u4YRY3C6Et4zbkocWfw9h+cNNtFGUfo4jyM817B5yCNzg0fWCZfgm/NJngGZGzI5NO/h8Z8NcV9JyJxSKuE6IdOs+fRPUvDNFUvpbZrEldUjm7/4lE72xSQVeRyD98CWgYCtH6ROkhIeN9kc7gthiO8u8vC+IIrSnzWNzL9sexWHpHORdHmSjj0rF1H5zSwBMbbPCFifJM/RAdmfsD1IEuN7S8j64oNnc5aG7bPZ8zxLl9B0BDlbyPjpKcMQ13ES4H7A9oc+uJYZnxPYvFwg62Ih6U393CNzAiuITyZstr4xGVLP2UyelCX9ej55PgrztTBW0zgCxsaTMTxhwlgYy4VszcfjtLdrVernnd1tMA16hjMzyzfg+26sr4Ex88kZoI/bprEex+oz6etDR096XzUzW9XWBmOlYgHGujo7YGwo9BezIiIiIiIiIiIiIlWmg1kRERERERERERGRKtPBrIiIiIiIiIiIiEiV6WBWREREREREREREpMp0MCsiIiIiIiIiIiJSZeQV0P1FMX4bIH8rIQ754G1u7A189FLkrZAxebWun+B7C+hr6cnNgbdXeuStouxVsT57eyvOkZaRvUUzJpkWQLBEXrhYJG+1LLE3xZJ05MV95sh9s7dvBl56puQdrBaQFiAvajTwgl8zG+SNvPTeKkDe2AmqY/CLsViFL5BnKnkxZ6XFeAeKT39Dxt/OPHwJaVTW3pW+QZpMC/B67Fp8dSBjO4MLmSFvYSXTE53zYvC25JispVGxB2dIJjzfx0u575PZi726nEpvBdZuTaOmVnQlj5S/txu//XTNiodxbPlcGCv2pL+9deWS1TBNQN5eXNtEyt+L3+zqenFfmLDVFFyWZEcYW/RaQ+rnuXr8ht+gG9dVU8sWMNbYMgXGNilkofatCGNBgGeOEIQcWV3iCPeVXA2ev9j4cWTzFZdI38yxN4Cnx2pz7C3YMGQx2YwG5G31HnnrdkC37rgwvpdeX6WYvdEdl9+RPb9jm3DyBvOoiPukF+K+kM+n9yG2tYriEowlZOWMCvhN2EXSz0OyXvkZ3N4e2Gh49G31uPyOrMUB3SeR8ZbgzUSR1HME0nmsrtiekjyjxmR+cuRhJ0rIro0MRufAPoM8FyZk3LBnXraHdWTPxvgZ3AZwf0jOI5IS7gd+luwBSZ8skXYLyPyUsDMV8HmYw3Or53BdsbEYk7mkvQvvD2tKZNFprIchr5g+P/UUu2GaXBZ3rslTxsNYKUrfr5mZrVy+DMZ62lfCWEdHG7leen3FcSdM0+vwfSfsWSfBdRIG6XtwM7P6EXivE9bmYCzIpfevuIj7VoCzM+fh/lpXW4MTDoH+YlZERERERERERESkynQwKyIiIiIiIiIiIlJlOpgVERERERERERERqTIdzIqIiIiIiIiIiIhUmQ5mRURERERERERERKpMB7MiIiIiIiIiIiIiVRYO9Qcj82DMefh81yfpfOfSP4/SPzczMy/BIcPpfA+XIwgCnKdP7psU07n0ciZJjNPEOMOElN9I/Xs+vjffJ+lYnl56OQNyzB8kpG0SfG8xScewVInD1yuBGOtbAWkaH9SVmVmWtCm7bdyDeJ8kxdzIiQZJWHGeG1elxag0XWU9Gfc90o0HyW/jNwCZJnlBQYiWkXRyMpWYI+Xw6dqB88zg6dV8P3159V0GJ2L3RmJxjNfFUhThPItFGGPrQxR3pJcj6oZpausnwFgQ5vG1oh4YW7bgfhhbsfw5GGts2AXGmkZunvp5V/cLME1nx1IYK/Xg8ne24Tru7cZ5NrY8BWM77fMZGAuT9D65ZPFLME1h9Wqc3+iRMPbmiw/BmNl/kNh7S5aMcbY/zLA/e0jSx51P9oBsD5IUcR/zQzzfZHy8m8jn8eNBbZbcHJqnwD2bmUW9OJbEOObFuPwZ0NfNzPwAzzdJ3AtjWdAGfog7SYls2OjSyPbnrPpxyEKSZ5jNpX5eKhVgmt4CjrF10yfPXBF5RiLLnPkJezZEAVxbjj27sgYIcSwma3gmh/tkTP+GKr0NHOkJ7BkiiUglk/HGnlETj02iOITPD9h5BI5FJbwXypA+6bPn6BDPM2x9iMBDXlTC811MxoZFpCLJw3nE2jubhSF2JBGCxS+fwfn5AdmDk75c8HH5u3vwXF7oLcFYkuB9rOfS0xXJqGqsr4Gx0aPqYGzx4pUw1t62CMZWLlkAY929XTDW1JC+V8jX4D7ZtQrvDzu68b6kVCRnYaS9uwujYWxiQJ6DSult0NG1Bqbp7OiEMUcWo64EzzNDob+YFREREREREREREakyHcyKiIiIiIiIiIiIVJkOZkVERERERERERESqTAezIiIiIiIiIiIiIlWmg1kRERERERERERGRKtPBrIiIiIiIiIiIiEiVhUP9wWyIf7S3FMNYKY5gzAPHwhnfg2kCH58lBwGO0RNo52AoSXDMXMJyTRWwe/MCnNDD6RJS/jjB9R9FJB3JM3LptZmQWnbk3rKoI5iZhey+cbISaRrfSELA4WKw7mMxqCszMyN5Gikj6QqDZTrsa1WWH8+RjUVXQdusVVk5K4PL6Eg5eL/D6RxocM8jfYR0WFZTCQnyGib3RjtsJWORzKH0SqTdyDhlcyGDUvmk3diVkqgbxorFVTDmeVkYq62fAGOlYieMLZz7dOrnnWvehGnGTNwJxhpHTYex7rZ5MDb/jX/A2OplS2As470NY51d6XXZ270ApvEj3CdDfyqMjRtfD2NdHW/AWC7bDmNvvfAXGGusG5f6eU2uB6aJMzj27COXw1gYDHl7+Z5GtmyUi8jeN0jP1Cd7St9wfjHZ8ERxL4xlsxkYq8nhWDYgc1hSAhG2FyJzehbPX449X5B2i62I8yRtULL0WJY8l/BZnTx7ZPH48cj1Sgl+HjNH+lCSfm9xjNrTzLE+SfYgfoD7VpjB982WYtYESZxeJ+iezcwyGVzGTA73SZ8UhPUtn9x3jt2bl35vSYT7gc+eQ/GlrEAeuhLSl1mdsL7sQIM70sdj8uznSHs7csbB+qTv41gQkjMJcN9hBrdAqYjnrZD0V9bPLSrgUImMfZKn56ffg0/WDSNtWujtgLFiL94X15C6zNbkYGzVisUwtnTx/NTP2b4+v+XmMNYRrIGxZQtfg7Hlb78EYyvblsNYLksmk7q61I+7O/F+c/FivJcOa3CfbGwcDWOdq9pgzDncXxMP99funvR0azpWwzTt7fi+A7K+TRu1JYwNhf5iVkRERERERERERKTKdDArIiIiIiIiIiIiUmU6mBURERERERERERGpMh3MioiIiIiIiIiIiFSZDmZFREREREREREREqkwHsyIiIiIiIiIiIiJVFg71B+vyGRjLhTibmOTpHIg6RxIlOJbgqyWG0/meB2Ohh8+u/TCoIE+cX0LuzZFY4OH68snRe8bwfTty3y5JT1eKcTmKcYnEcLqE1JdPyp/1cdskrFJAnrEjdUVyY+jYYP2OXNGRvlBpOTGWI64vHBkkyhKC9vHekbuu8N7IPENvDdyCx36vRvsBjnkV3hurEwrcHMuPtShbOti9sVzJikOhHH3SblGpE8aWLngaXysqwFht0wQYKxW7YGzJW/fBWHf38tTP4yIuR1f7PBjr7OiAsUVzb4GxMJuFsVJ3BGOvPPtPGJu81ZTUz+sat4BpVq5pg7HakVvBmAVzYaixBa8QHavmw9jyBUtgrNTzbPq1mnIwjR/jEZANa2CsaUQtjG1KMgHuR2ydTsh+NPTBeuXhfUsG7LvMzMgWis6JPtqDm1mGzHwh2b1ESfpezyd1FYa4/7G9rwfq0cysFOE9ZxDgZ5ZcDZ5TunvT57eY1GMc45hHnsD8APcFtp/2Sb9jexC0r/Q9nF8uQ/bZZM8ckzK6iLQ3WcLZngH3Bdwn8Z2ZFUqkTnK4Uf0QP0f3lnCbRqQvx2B8+AHZQ7FnzYTtD0lfJnMXfNY3s6iI7w2NbzansbGdyeD6z2TwuA/IGUexhNeHiMzZDsyvSUzWGzInB6S9EzI2crk8jLGKZucmaFouFnphmkLXGhjrXrMCxro6VsFYJoPHd20t7q+dben7WzOz9uXpe7bu7m6YJufh8nc24X1S1LkSxgLDse41eH+YHVEPY8WentTP4wS3W30TrsemESNgrGVkC4wtjvH12DNLx2pcJ3GUPgd1duFnjygqwphP9h5dnTjPodBfzIqIiIiIiIiIiIhUmQ5mRURERERERERERKpMB7MiIiIiIiIiIiIiVaaDWREREREREREREZEq08GsiIiIiIiIiIiISJXpYFZERERERERERESkysKh/qDnEpwJOd5lJ7/OeemfW/rnZmaeF1RUDvMcLkeCYwm5b5fgWAnEPItgGs/D9+37+OZ8H9cJy9PwbVvicDC2OP1aODvL+Di/HOklUYJzTUD/MTOLSbtFCW6DGBTTJ3fnPNbxcNsYSUeaxlhNs3QoRpp6kBxZi5NUJBnLkTS3eYPU2HCvVuldV1aOQcALVnYtr8J2o3lWeNsOjH1Wj7xtSLTCzuVXXF3pZWFlzGTrYGzspN1hbMn8f8LYG8/PgjF2bw2NzTid6079fMVyXI5ioYSv1TwOxtasWgljcYTn+WJvFsbGjGuBsVxdR+rnQZyHafL1q2GsruV1GOvqwnWyZB5unElTPgBjq1e8DGNNzen9a0Qe97uWpnoYW7aCbCGTDI5tQjIhbndj+wyWKUiXDXF9sv1tsVSEMY/tQcBezswsivAdBAHOswQ2US7CfT1PJiI/wHUShHiMOyPPLGTeC7P4en4p/R7Y+sf2V2GG7QFx+ZOYtTfb++KyZEA9+2SIk8cScwEe/8UiLn+B9GW2D2ePs6i/0sejBI8NVgz67FQqwFhU7MVlIRf0QQMF5JnLgX5sZuZCPLbz2RwuB5m7ohKeS3oLuE4ymfTx7ZEBl8RkT8D2h6S+fBYzXJd+BteXA90rQQ+hZnQyKZH+WiyyuRy3WxLjdGEWz70oz4D0g7o6vM8wMt+tXr4QxtasXAVjIxpw+Xt72mDMldakfr5q+TKYJud1wdhiMr/GCU5XKnXCWFhsgzE/wv3EFdLrOUPWxHEteO9YKPXA2Opli2AsLpB78/C6UurBbYr2VrVgjjEzy5CzQVYndfUNMDYU+otZERERERERERERkSrTwayIiIiIiIiIiIhIlelgVkRERERERERERKTKdDArIiIiIiIiIiIiUmU6mBURERERERERERGpMh3MioiIiIiIiIiIiFRZONQfDHwHY84j6XAyM0tPyPJzCc7QI+lYzAU46LkAJwxwzIMXJPWY4EslSQxjpQjHkoRk6kjj0MpMP8/3wOeDZcf6iDNcfo/UZUiulw1wOSPQJ3ENm8WkT0ZJCSck6VjTJKSezcd90vfSY84n7Qbqw4z15MpjLOiTsqAQq0eeHZlnSJb03ig2B4FcaUFYkBWDDkaSrrJkMEoajv42kZaDzXcsVGGLo0mP9XEyN/kRjnW2rYSxhoZxMDZi1OYwtmrZUzAWx8XUz71oOkwzsmkPGFu86A4Yy2fw7BvU4jppbpkIY3VNeRjrWb0o9fOu0pswTWNLDsaWLXwdxgIy945oaoYxP/MijDWNwX2ha036vW2x2V4wTUvDWBgLazpgbOWil2FsUxKQOTFh8xTb9KBZjO2zyX6BzZfZTAbGPA8/AnikLGxHlM2C62Vxbl5AykgmfFb/WZKnI+niCO/Z0Frgh2TeJv2AbNfMxbiO/QzZs6H6N7OI7KcDUF+9hV6YJo5wflFSwNciDztZ0u9CMl9GZJz6qKJZ32LPY6T/JCXcfyKwbprx9rYQd5QgSB/DnsP5Rez5gj0yknvzSPnpfprtecDQYc/DjtwAe0Y1Uv7Yw3kmZL5IyH0Xe8H4IGMjQBViZkbOAUL6rEz6Mpu7cEnMB2uVT85aMmENjJUyeJ3K5vDeK3A41thAjr/IABkxoiH1884CHtv5pkYYK/R2wVjb6k4Yq6/FZRw1ph6XJU/WWtRPSB8PcBVbsbcbxmpzdTDWUIf3516C+1BPZxuMRX56nmEGX8vP4U0L21d1deJ98VDoL2ZFREREREREREREqkwHsyIiIiIiIiIiIiJVpoNZERERERERERERkSrTwayIiIiIiIiIiIhIlelgVkRERERERERERKTKdDArIiIiIiIiIiIiUmXhxsjEczjmSAwlZPl5Ho4FPg76JCHJ0ljxExJDCR27GDkm90hT0TKSII0l+O7iOE7/PEn/fLCLJaSTeKR1wgBXmO/hmEf6QgaUJSZljD1cVxGMmJXIvSWko8QknXO4LA60D+0HpK4cqWMjMd8PcDoyhil0D+xXT3RuYvMFm/BInuxyJKGDZWETJbtaxYWsHnot1v/JXOIq6wyOLEhsfkIxR/p4HHXBmO/j2WTrnQ+GsdZZf4Gxea//E5elsAjGJm+bfr04mg/TrFj8IoyNat4fxhYVZ8NYb89CGCsUccy8PAwVS2tSP49jvAavbsOXintwunwL68sdMLZi6SoY6+3C63Db6t7Uzxc1z4NpkgiPm9ETNoexrJ+BsU1JEJD1iswboZclqUqpn7M9ZRLh8R+GuIz19XUw5vlkbiPTZRLjkoZgfmNzJd1n4GKYI/vUXAbXf6GYPg7MzCKwvzUz8wzsoUq4lAG5N5+sVy7G7e35ZH9L2jRD+rJL0vtk7NI/NzMjxbCAbL6yOVyOmOx92X2zdMVSej9xpE/GZN1nbeOT+s+HuPwJmWYiskn3wJ4/DMgzIx4a5lg9JkUYi8n85JGZLZcj8yQY3+gZ1IzPhXwLi/P0SZ1kM+RZh7S3B9bVbCYH0zh+6gCVSNtYRJ7b2QEOSxekr/1JhOeSNb1475shbTpty6kwtvitbhibN+9VGCsVO2Fs/ORxqZ/XdeN7K3k1MFY/egSMdZJ26+paCWOZTD2MObYGROn9a/Wa9D2x2SDrG1mf67J4X1Lqxn0hjvGY6i3iNgjBOpbJ4zS5LB6LHumTdfUNMDYU+otZERERERERERERkSrTwayIiIiIiIiIiIhIlelgVkRERERERERERKTKdDArIiIiIiIiIiIiUmU6mBURERERERERERGpMh3MioiIiIiIiIiIiFRZONQfdOYqugBLlTgQJYk8z4OxgKULcDofh8wjR9e+4YRRkl6YKMb5JSCNmZkj12IhVpk+q8sA33gGxFgZPdqoOORInSQuIekqjHnp12P35kJcVyxdkuBYCRfRiqT8Metf8PNK+xapR9o2JRiLHalnVhQf9cmAJaowRvp5hWOR3RvKkl2KzdeO1HGl5afozYELkjSk+LRO+L2R67Gpq4Jfbbq4AGML33wMJ4zxcj1m8+1gbOykrWDs2ccfhrEwwNd76en7Uj+Po0UwTVPj1jC22Tbbwlici2BszYp6GAva8WTY2b4QxnwbmZ6mYzlMs/kWuBy14yfBWHvbMhhbuWQFjPlxFsZWr+6EMS+TPghee/E1mKZ9NJ6vwzy+t1IvLv+mJCS7ZD/IwFiS4P6XROnrI5uiwhxeyzIh7g8Zko6t0xkfT3ylmGxQwERLti3mk7kmDHD5k5jswR2eN9gCE5D7RvvDJMZjxEj5yaXMJ88sYQ63N9tzxjGukwjcQ+jhhgvAvsvMLCINnpC9I13DyX6OPY+h7VxCFvCQ7fOKeGz7ZNx7ZPNCd6PkWSEupLepT/qIxbjjhZkcjAU1eRwLyfNMEe95HHloSUAfos/l5Nk1Iu1Ghql5JE/Wph7dPKbfm2OTApsvSKXk8rhNPXIAEpWKMIbaxszMWXqf7O1ph2mWLHobxmrIGrbZ+CYY83w837WtwnuvNWvwXq+71Jb6+bI1eA1oHj0BxqZsg/fn+SZ8b2+92gpjSQHvAXtKuJw9vV3pAR+P+7r6Ohirr8H7I4+smat6umGspxv3Sfa877v0se8XSX51+N7qyJjq6uyAsaHQX8yKiIiIiIiIiIiIVJkOZkVERERERERERESqTAezIiIiIiIiIiIiIlWmg1kRERERERERERGRKtPBrIiIiIiIiIiIiEiVkffN9sfebW7k7aHsLYIJeJuhI28yZDH2dnmfvBHWBThPdnJdycvG2ZtDE/DG10GvRt/USLIkCZMKXsDO3gRfSX5mNsgrWnHr+CF7eyvJEjScI2+RjckbihMSi0l9kZfdWpY0akzeHprAe8P5uQobziP3xvoJa25WJx54C2gC3sRoZlYkcwJ4abaZmTk0uM0sJr2r5MjbpdlrZmGtkDfFstzIPMPahuVK25tOXcPvXzQNaRuaJ3uzLqkvNF+wshS68BtTM9kRMFZbj9/sumblEhhbteIhGMvlSZ8stsBYPleb+rlfj/MLsz0w9lLrTHytmi1gLPFWw9jIcdNgrKcbv2U2idPf1utnyFuuSZ9c07YSxord+M20HnlbdbYGp6vtxm3Q3t2b+nni43tLyFt8O4qvwFg2h8u/KWFvuzZH1vcEvxE6jtLrNDT8FuNcQLbr4A3fZmYReetwmMHzV+DhfhSTPQiaS32SJmC7MldZ/Uek37INqSPlDMP0Ngh8XFeO7AGNrDs+2fCwtmErKtoDmpllM+l9L8zgt08n5GqFEh7/JfK2d1b+fIDHB7u32lx6u8V0p4RLEuVwnWTI83CxhOcExiPtjbqyR56Bentx/SdJAcaKBRwz9sxF9uHs+SOXTW+3iO3X2HMom0JJGeMSHsMBew4FY8rMLAPmc4/UB1o3zMxKbJ4hAjCnmZmxIwmf9PNMmF4nPskwX4P3IJkAt017W/p+zcysvRPvD+trcNvkMzU4XW16OrpNcHjPv+D1l2CsE+zXzMySIr7gmAlTYCzqxfvwoH156uc+GVM1YIyamSUlfK3ODhwrFfD85JPTyK4e0k/WpN9bJov7HWvTutp6GJvQ0oATDoH+YlZERERERERERESkynQwKyIiIiIiIiIiIlJlOpgVERERERERERERqTIdzIqIiIiIiIiIiIhUmQ5mRURERERERERERKpMB7MiIiIiIiIiIiIiVRYO9QdLiYOxwMPpAg8HA3As7BnJkORHUpkZLr9zOGVE7pvlacmwU9BTcpaO3ThNV1mWMEjTkJtzrrK2YZIENICZxaRSUN8j3c48D9+cH+IY7eesTkifzJAWj0GdxEkM0ySkjKxtnE/um9QXrRMq/b5DH9dH6JE6DvCVWAkTw3UZ0XrGZYlAPRcTXMiIzqG4/h1rbzYIWDoy9mETkLaxCueECpeVQeYgVs70j2vrmmGSumm7k3Lga8197SUYW7noDZxnIQNjtfk8jNWPSW/Unp5umKZtJe7/udxonK77CRhrGTUBxkaO+RCMvf3GAzBWcl2pnwdWB9OsXom3Ut3di2GsEXcFGzEWt01ANl1hUANjq0FXCLJ4Lslncji/Ntwnp07fF8Y2JQFbC8jE4RKyV82kZ5rJ4Mkym8vCmE/6QxJHOBbhfZKPNuhmFqANrpkVwf4k8HFFOofzKxVx+RmPzNuZEI/XUlyAsQjUVz6D2yYm621C9nKej8tYLJVgzCfLFYuhfXGc4Pr3QzxHZcjTpSN7FzLcLCT9nK3haB/eW+iFaVjb+GQt9j18BzUBaW+6QRn+vj4ge/Awi6/lZ3Cb9vq4L7AxnJCHLtZuuVz6PXT34DHqSP1nyb1FpIzFCO9d2L6MDFOLY5AneXZ1LIYvZT55ACfFpzGPbOzRnjkT4PqfOnUKjDXW4Tb955yHYWzhvHkw5kXtMDYij++tPgRtEOK5pBTjjlBag/fMWR/vOcdtPgbGRjTjjeX8BfNhDG0HvFIRplm5BtdjEuN0Idlf1I/AzwMZMr5znXheKPSkt0FAFqpcFj8D5XI41tXZAWNDob+YFREREREREREREakyHcyKiIiIiIiIiIiIVJkOZkVERERERERERESqTAezIiIiIiIiIiIiIlWmg1kRERERERERERGRKtPBrIiIiIiIiIiIiEiVhUP/UQcjScJS4XSe56V+7oPPzcw8H+dnJJ2PQ+YcvgHnSEJv+GVB92xmZqweHbkWQa5mHosGJB1KRorISs9uLWE3QBJmgsp+55CAPFkZafnJnbuEjQ2cJ2s238cNF4aoT2ZgGlJES8jAZ7E4xrGIjkVSFvQ7Jh/3A89jMVzJrE3ZlBAG+N5oOlAnOTIX0roiwYR0rkKC66tAfsfnkZhD12NrAJuSSfnZWsRCpJsYHYwgT0cWI7b2ta1eDGNvvjITxjLhBBibsvN+MNbe9jKMrWl7OvXzKOqEabJZPDcVSq/CWC5XhLG4VEfyfB3GgjwuZxSlf17f0ALTdK0qwVg2xB2oqw3PCQUfx5qatoCx7bfZCcZq82+kft7R3YXT1NfA2M7TZ8CY/z75vX8S48khinHfTGLQkcwsABN+SPZdAZnvA9LHSmQP67sYxmK6FuN0mQDdBC5/obeAy5Hga4WkwlyEx6SfwX0665P9UNSb+nnA1iQyDIpkg+WTvYsjeygj7ZbJ4kc+V0jvy2y/w9qUFN8yGdxu7L4ZtmXOBKCcpBwe2UuXSN9ypL9mAlz/CRlTHqtnS08XsL2Qh/sImYIsdvi+6Vgkz2M+GTyBn35vsY/nVvbMGJM52SvhWJY+o+L7Jltm+DyWkP7j2J7fx33LJzGyvFnMglT6vQU1OZiCXWnB4qUw9urr82CsbsRoGJswFu+hCu34equWvp36eU93N0yTr8via/X0wFhXoR3GPDDuzczyoG+ZmRmZu9BeNRPidusm+a3pwfujmhzOk53fZGvrYWxSC27vhsam1M97e/Deo2XUSJxf/QgYqwtxGYfi/bFzFhEREREREREREdmE6GBWREREREREREREpMp0MCsiIiIiIiIiIiJSZTqYFREREREREREREakyHcyKiIiIiIiIiIiIVJkOZkVERERERERERESqLBzqDxajEox5ngdjgYfPfsMgPZaQ/HxX2VlyYq6idEbSuaSydDAFSeJYfpWFzMfVbL4jwY2MXYm1tiP9hJaeBAOQJ21NEkzIxRKP9C2SJ7ltet/kajBC+wgYv2ZmLghgLJvBebJ6TsiAc0l6yhh8bmYWJTHOL2YNwEpJ+iSZCz0f1xfqk+zeAtZHSD16pAXyDtdXIcaxiFRXBIpSivENRDg7c6SOnU/q38P1b6zdSFnQOKXLBpEJczA2fbsTYWzC5rvC2OqVb+ELBrjh2lanpyv1NOA0q/C1RoyYgsvh8H139eJ2c6W5MFbbuDmMFbrS+7KXxddKgudhrHsV7rGuiOs411gPY7UjJ8HYwlWrYay90JH6+cgxLTCNK+K9X0NzI4y99FQrjG1SXBHHYty2cakXxvxM+tabzb8Rya8UkZ0SCYUBXowTcm8uIWsIWJe8IEvKQfYLIVkbyb0V6UxL1k4yq2fD9HbzyYKboEXO+Foc+LiMmQyeE2Oyr/FJnaBYPoev5ci6WSzhecNn9U8a1ScbUkf3c+lloc+uZEvgyHOoF7JnXvzIXSyyfRkWgII68hDhkz0s6yPZkNUX2XuR66H97dqE6WWpzeK5hO3XoojMaWBsm5kVI9y3unsLOM8Yrx0OPGOzZy72PMnajY4NskBkyNzrk2cWA3vtuizeHyYJmS/CGhibvuMHYGzK5In4enEPjL324rMwtmbRmtTPe4q4b3WR9bKurhbGmvBtW1dXF4ytWLUKxkg3t1wWnMkVcT/2yXMCe1Tu6cb1X9OE95W5LL6BTAb3ySZQzwE566rN4rZpIO3WtTJ9nz1U+otZERERERERERERkSrTwayIiIiIiIiIiIhIlelgVkRERERERERERKTKdDArIiIiIiIiIiIiUmU6mBURERERERERERGpMh3MioiIiIiIiIiIiFRZONQfDPwAxhLnYCxKEhyL4/QAzs48D8d8Hwc9H59B+yRT38PpWFlwEN+cRzPc+Fi7sdjGLiVpbno10qSD9BN2teHfXULuwCc3F5NrRTFOGJMxxeoS9S/a/0kZydAwx/oWTmYeScd4YOyHZE4I2e+lSDFYCWNSflYnLgFzoZklSXq6gBQEJFl7LdZwHp7nQ5KsFiej9VWK03tDTPo/m5tiF8FYxMYi6ZSxq2yiQfXM1hRHpp/6xmYYaxyxL86T9K0x47aCsVHjpsNYTd2I1M9XLX0TpqlbOg3GRo/bDsZKheUwNvelf8BYZ/cKGPNXPANj9c21qZ/39uBOEuYyMGY+TheXSjBWKOC+PPeFR2HMIxPDqhW9qZ9ngm1gmuYafG+FzjYYq6/Lw9imJGFzEZk3HNkzo3nWkQmgUMB9JSHzRi5fA2MxSYfWHTOzICD9HaQjS7GFpKpiUg7SNOaHuIyehx99YjJfOnATRfQsszZDXA6yGY1i3N5hQCqM7UdJujCbXidBgMtYjPB9h6T/s+dCR/Jk/TxxJM8kfS71ST/2EnzfmQD3n1JE5vRSAcaSCM/3YSYLY2g7weYtR8YU6uNm/PmI7osjMlGSfuJ76bnGJVxXJRJzpPz5PK7jgMQyZExFrL7APpbNaaUiuzeSjuyLY7Ix9skRUZjD63upVEwPOFxXLsJjo6mhHsdq8R62oQnvmXtKPTC23W44XcuEyamfL18wD6ZpX7UIxjzD80UmR/Zyc+fD2OK3F8KY8/D82lgDzggMp/HI2lcL1hQzs7Y1nTDW2dYBY66Ar1fo7oYxdKaSq6mDaWqaRsBYL5nn6+obYGwo9BezIiIiIiIiIiIiIlWmg1kRERERERERERGRKtPBrIiIiIiIiIiIiEiV6WBWREREREREREREpMp0MCsiIiIiIiIiIiJSZTqYFREREREREREREamycKg/6Pv4DDfYKEUZmsQ5GHMkFic4llhCrhgPpVgD+J6X+rkHPh8sZjREgiTG7ppUpZmlB2mSSpFMSZc038NBlg61AWsb9w7cecB+ZZLgYOJwqyZJeoz1A9SPzcz8hMTYfEEmjAq6HY05OjbYnEBipBzOsX5Cxj5p8AwIBWy+IGVkc2ExxvNdMcLpIjovk/sG9+b5OE1IxnYGRjhWJyUSi9l4A7EkrqAjm1lM+k/Mfsda6Tzp4YHaMnqz1M872l6FaRpbcjC24K2HYCyXb4Yxl8H1X+pdDmP5PAxZqas39XM/xHXV2xPha9XhXrmqrQhjI8h4Mw/HutZ0wtjI5jHpnzfiCulc2YZjr8yBsa33OhTGNiVsfY/I+Dcy74Gl2BI2p/tku07K4cgEUCjifmsxjtXkszCWJOlrSKGI+zqrq4jsUMIQj60wxPVVIuuc+WQtA/NlHON7o3t+XAorRLiMiY+vx/buPtl7eSAYg/Yc7GJhiPtIHOG+xfawbD/qVfD856yE05D6z2TxvYVk78v22ubh/hqEZF+Jxo6Pyx8GeNz4ZC/aQ9akgO3ZQry+ODQZmpkP6iSbxR05k2FzE9kvlHBfYHuoiOzniiXcz9HeMUvKnw3xfftkLqwlA5/t3aMSaxsSA5dLEjxvxcUCjHkZPDZcjMvR1ZO+lzMz80k919TjWJCpSf08V9cA0+S66mCse81KGCsVcPldjGMh2w/EpJ5LYLyhh1Azy2Vxv4sKuBwR23vkamGIjeGuLrIOg/GRI885Xd0dMJYh4y0h+4Gh0F/MioiIiIiIiIiIiFSZDmZFREREREREREREqkwHsyIiIiIiIiIiIiJVpoNZERERERERERERkSrTwayIiIiIiIiIiIhIlelgVkRERERERERERKTKwqH+oHMOxhIcojzPA5/jDH2QhuVnZuYZjjkcMiP3lpAgqq+Y1COvSBzzWDlIjkbqpKKQR875SduwQjoSjBOcLnYkSIrig1ug/Q5nN2gUIaWnY5FdLQDtw/KruP8nrP5xKX2fxEg6B+YMXle4vwY+G1NkLiRjmA1vOvRBVcYVzpNhgO87DHA6VsaIxOIYx0ogXUL6T0RiHhn3js5BpJ+QdIEf4Bi6FC6FxWQx8tmYYvMdXXMiGPLIva1YtSD18/mvPAPTdLWVYGzipGkwNnbKDjBmmdfx9dZkYGzFPFwW3+9K/TxbXw/ThMEIGOtZvQbG6mqaYMz8BhiqyeVgrKVxEowtWvxW6uevvfQyTBMnRRgzbwQMTS29P37vT9eJAG+hvZDMG2DuZvk5Uo4oxv2ZrVcB2vCYmYMzGN9nJGDCj0q4jF6ArwU3Zcb3SVGCF55SCfdpLyTtDW6c1TGTkP1OXMLljwoFnCe572IJXy8D9gXZDOnjpL/6rE0Jtu6wPL0A9wZUIz55ZonIxiWKcXtnWP8h7U3vOyTzAtyYsT04mRPIvEVujT9/k/1JTMaOD+6NVCPvdz7eE7C2YXNQQDbGmTwZ31F6/2JzcgTSmJnFpPhsJNZkcDRhdUnmhbCYvq8k203LN9ThS5Gx0dmVvl8zM/PYGI5wnwzZ80yhJ/Xzl57Fe9+OtpUwtsWkUTA2dtx4XI5OvK9cvmwRjBUjvHaUutI7URjicVNTXwtjK1Z1wFg2j9M1jcD7YlfEbVrfgPfMHriHrs5umKa9HZe/u6UXxnaeSp5ZhuD9sXMWERERERERERER2YToYFZERERERERERESkynQwKyIiIiIiIiIiIlJlOpgVERERERERERERqTIdzIqIiIiIiIiIiIhUmQ5mRURERERERERERKosHOoPluKYRD0ccsMP+SQ7j1zLI8fMJEvzPBz1Scxz+OZQMnYtXkosIXXskQZwpPxGYgnI0zPSR1ghCVdhncAGMDNzOJYkoBOxPukNvx8MkiXt50zCgqBNaT9g1yL37UgdxxEZU+R6PpkY0Dhl49d5uLbIrdFC0jJWNtxorJI0MRunbC4hdRmQCgtDnC4DCpqQ/hM5vGzFbN5i457N5SQWJ7gPxeB6zpFRSq7lHF7gnI9jPumwPlk0QzI+Ro+elPr59K0PgmmWvT0XxkY0jYaxhW89DWNL3l4BYz0dXTBWGzTB2GZbbJf6+Yola2CaOK6DsUwW1/92O+wJY4U4C2PLVs+BsXFj8L2Zm5z6cU8QwCQrV/wTxjab+gEYq61vweXYhMRJCQfJUEb7JDM2B5C5ma07bKMRFWEoCPFcGpF5Konx9bLZTOrnbH8es3pk+3My74WgHGZmfoDruVjohTFUJwFZ96OY9B8iIfUfkfr3ffJY5+NxbqAuixFZU+MCjGXJvOeRzsD2jmS5NfZ3RijPEsnP83A9sjJGEVvf2d6LtHcP7pNBkF7ObD4H07Bn7ISU3yPjLWFnBKS+MmTtcei5kT3exWQTm0QwxJ6V6fxK5rWaDF7DiyGoZ7IHDFnDkbGdkDphf53nZ0l7k/4ag1gpwX3EI/vbUkzajQy3HKl/K+ExlQNjysxsq2nTUj8vrMZ70ba2lTDmIrxPXbwIp1u2vBPGVq/Ca05DUzOMTZgyMfXzVW2rYZqOXrwGjBi9GYxN3yp9L2pmliUPy2/PnYfTZfGcF2RrUj/v7FoA07STZwg/wPuLrs4OGBsK/cWsiIiIiIiIiIiISJXpYFZERERERERERESkynQwKyIiIiIiIiIiIlJlOpgVERERERERERERqTIdzIqIiIiIiIiIiIhUGXl95/oqe0s8TQbfyM0yZG9cZK9qJG/dJm9cpG+JZ29qBCH+sndSRlIS8sJLir0Zld0aLAp7ozjJkL2l3FX4RnSWzsgb5NHLAD3yNkzWD9hbg1n9s1+ZsN+mBGwIwHYjbVNhn+R5Vga+odXM0EuK2ZRAh+/wh/agUTa+K1FxbuylwSRX9pZxPrENv6QhqeSAvLGTrR0J6z8V3lrC3oQLxxtJw+Y7UpASeSEyCVl7F37b6pqV82Fs5JipqZ9vvuV2MM2ULbaHsfvvvAHG3nj5cRirbx4BY3EJv5F38g57w9i+Hzsl9fPH7rwGpnn+2XtgLJerhbG5r8yGseUrl8OYZXtgqGfZEhibMHqL1M/9MP1tvGZmHasWw1hcwp1y9VLcfzYlCdlnlIr4bdF0eQRvZ48SvLrncrg/szWpt4DfPu2T+Yvta+IIv/U5n00vZ0zm31JE3tZN3n7M1pakgMtodM+JkwVh+iNThuwPowj3Ebp3JPtDn6xKdD9N+lcJ9EkXsw0D2+fh+mf3zdbpKMJlCUHbrL1e+n3z5zGydw9I25C+4LH6Iu3ms71Lkt6/olJlz3dxjMci3QuxIIn5GVzOKEp/4zupKjPyzMX7HR6nxVIRX4+eceCCwmQ+7sdhhc+aBVL+JMbjNBvgNcd8PC/7ufR7IFt3uvft7cXlz5BxnyVjcVnbChhrb8N1MmZsQ+rn2++4A0zTU+iGsXvvwnvHl55/HcZKveljw8ysrm4UjG276+4w9oFdd079/P7774JpFjzfCmP1DY0w9vbbeH+7fCHew3a242eW8WPHwdjEzUanfj6yCdeVTwZ3XW09jtWn95Gh0l/MioiIiIiIiIiIiFSZDmZFREREREREREREqkwHsyIiIiIiIiIiIiJVpoNZERERERERERERkSrTwayIiIiIiIiIiIhIlelgVkRERERERERERKTKwqH+oHPunSxHP57nbfQ8WenZvbF0CUmH7oHfGguSa7F09Hrk7irJkqZh18IJfZJpGODfK7DuWlmbsopMKsjPzCURjuEQrUvPx+WE/YTUPxuLdJzSEMsTp6uEI3XlcLPRPsLHFC8NzpPVSXo6j/xejfdWUiesiKxSKmxvdAuVXssn9+aTX0OGJFNWlJh0okqmEkeCCSlIjtyb8/Ay/9oLT8OY7+Vh7Nn516Z+vqZtPkwTFRpgrKO9HcZ2/9CxMDb/LVz+Xfc4GMZaxm8GYy+/PDv189ffehumyddOhbEggCFbswbn2VxbB2OdxSacrnlLGKutT8+zJj8SpmlbimONDRNgrGXceBjblLB9hmXx2GJrsXOgU5CJL5PN4nKQWSomk7pPOidbC5KoBGMRmKjo2kLmqEwmB2Ps3uIIb6LYWuB7bDJNj8Vkcg5D3G6sa7kSruN8PoMTGmlTkioukU0nwOoqIuX3fTIpuhiG6J4zwekSEGP9P2ELLh0bZE9AysjKksnhPhSBfh7HrP+TZy4SM9LePqmTKCbPSAnZiMPrkTpme0BWxz6eZ/wY92WPTCYB6a/o2ZAODbLn98naEebx/BqVijAWkP2t53CdoDGQ8Vj/x2WMSecKM7hOerrwvnLNyqUw1tm5EsaefTY93aKFOL+aGryXK/R2w9iuM/aGse7uLhibMmUyjE2dNgXGFixdnPr5okW4PkaMHANj+Qxu0yVLcJ6lIm7vlhZ8vaamUTDWPGpc6udBgNfS+hGNMJYj+5Kuzg4YGwr9xayIiIiIiIiIiIhIlelgVkRERERERERERKTKdDArIiIiIiIiIiIiUmU6mBURERERERERERGpMh3MioiIiIiIiIiIiFSZDmZFREREREREREREqiwc6g8652DM87yNUpgNRUvxHimj4Wq0hARZHXukbdgFPVJjLEtSEpwfqX7WMh6rMJYnqS+fpPNBQRNSDFfhzfE2rbS/4oImMMD6D0zFWoYG+VAkdUIaDtYlq+NBeh5U2eCg2BhGzeOTSvbJr9yCgJQjxjfA5id632zsgJuLSXakS25As1XWYdlcgsrC1lI2puilSBk7e9bAmE86Q2+hDca62jpSPx8/dh+YpnnMVjDW07Eaxt589TkY6+3ENbZs8ZswVoiWwtiCua+mfh4VemCa7WfsDWPFKANjbzz/Dxj74MHHwNjKua/BWP2YcTDWu2pxejnmv4Tzy+HROHbMKBh7Yc6jMGZ2Com9t9B1joy7mKyrSRylZ0cmlMSRiY/NUWSMs7moVCzBWBjiPANwvZiUP47S68PMzA9xDK0fZmZxgvut5/AC6TyyZwa3EJOmCUibOjKrB2QRz4R4TonJ4snW1UwG54mwPRSrY4/cW1QqkiuSPkRSoX7O9l3O4RzZltkj/c6RWJzg8WY+GW9g7PshrmOyBaTbK59tLD0Sc3gMs02Uh/aHpP4z5L4twDH2V2qej8dGpecOXpTeF9icZqT/lEjDhWROSxIy95J05uHjo2wmvYd5ZExFHi5HlpxU1eZwb+7qSt+nmpnV+Hi8FT281/OirtTPt95iIkwzZdq2MLZk6XIY621vh7Hnn34GxmrZ2Pdxmz79XPpeOyD9brcZH4Cxrh5cj3PfXgRjUydvDmNjRjbj67Xh54iu7vR2W96G6zhL6rGxIQ9jdZkaGBsK/cWsiIiIiIiIiIiISJXpYFZERERERERERESkynQwKyIiIiIiIiIiIlJlOpgVERERERERERERqTIdzIqIiIiIiIiIiIhUmQ5mRURERERERERERKosHOoPep5X0QUqSefMsSC72LCvNWhZHL5gJVdL2LXYzbGE5L55Gcm9kYQeytXD+fmkJKxJGdI0g/QhHEOhhFUky48k42OjsjHA6xJEaTkq7FsVDsWKxwBI55E+6b0Tv5eq8L5pWUD7OFZ8Uo2hw4UMSJ4BubeYtA1tU5iIpCH9lSZjlyMxVs1wLmQqXKcc6ctsaCxd+AqM5cmNd/YshLGotDL18+bRjTBNy8iRMPb8W8/DWG1NLYyVekswtnrlizDmbASMLZn/durnNTXNMM3KJbiuzAIY2XKbPWGsvb0DxkZvNhnG3nzhIRjr6GhL/Xz54iUwzebjR8CYRd04Ziy26UhcjINsTowiHAQTVcDmtgSPcraX8BzdPMKIz+YpUpZioYASkXLgmItx/buE7DlJu3lkMfM8/Fjk+WA1YIsjqaskYX0LzxtRhPMslXC/4+s0+JyUn623QZiBMVbHrIwBqn8z82k3T0/nwOdmZuRSFpL2TsiYCgJcJ3GM2y1hbQAK6pE0pQivmwkZU9lcDU5HxnBMymIlXJYIxFyAx4b5ZNyQcgQhTpchfTkqFWEsIXMXuh6rKrZBDyocpzVkfxWQekZtY2bmQF8IWPl9PG7yGTxfFHrwPqO7bQWMxSW8v1qxaB6Mta9O3/tuv/U2MM3EcWNgbO6Lr+Frta2CsSyZoJYvWgxjK5fhWFfb6tTP2TnY4sXLYIzsgMwPcb/L1zXBWCnB9714RTuMLV3wVnqaJUthmjGj8DNLTZCDsWyW3fng9BezIiIiIiIiIiIiIlWmg1kRERERERERERGRKtPBrIiIiIiIiIiIiEiV6WBWREREREREREREpMp0MCsiIiIiIiIiIiJSZTqYFREREREREREREamycMg/6HswlpB0zrFc04Oe4WuRYoDcBo8NFt24qRhycx6+Gkm1AViuoCykQhJWWR6+lkcyJcl4ndA+lB70SC+vuB+QSmHlTzZygztWx5X0AzNL2BimpSF9gfYTEKtwvuB3TVI62nI44mJ6xdRPY3ytiORWJJNoQBonJMHQJwkraTfatzDHghXOF6yf0HmtgomB5ed7uI47u9aQcuDeMGGzKTD28iuPwVjXmkLq5288fy9M84Z7BcZefA6nmzHjIBjbcefdYOytN56Fsba3V8PYhKZRqZ/3lnphmuXz8b2FuREwFhW6YWzcpH1gbMT4KTDW0tEOY2teeCD182KxCNPMX7ACxhYsxe3WU0rvI5satu6wySgM8fYa5Vnx/pZMHFGMx79HVuMgxLGoiNerIljLsmEGpvHDAMZiMqmz/WFCHj58EotiPBYsSa8TP8DlxxGzKCIrNdkT+B7O1Q9wPSfkOcIloCxs/WYLJwlGcQmXg7S3i1l743TZXHp9RSVWxzBE94BxhOe9TDZbUZ4WkMKAvVeS4HsrxWRMVfhgVSzg9TGO8PV8H8+TPtpzkr1QoYTHFNtnh2Bsm5k5NpeTSmHPQR6ag8jYDsmczIZiqYTnNJ+0d0LWDrbZ9sDg8cj845MB55H671rVBWPZDE43qnkEjL1exGN42eKFqZ8//9QsmOap2XNg7KV/vgpj22+/PYxtO31LGFu1Gu/ZFi9dCmP5fPra0d6J6/ifz+O9b76pCcambrENjNXVNsJYsbcHxnJkfkVnaB55PoqKeH/e09sJYxNbNsflGAL9xayIiIiIiIiIiIhIlelgVkRERERERERERKTKdDArIiIiIiIiIiIiUmU6mBURERERERERERGpMh3MioiIiIiIiIiIiFSZDmZFREREREREREREqiwc6g+u6ViDM/EDHMvgSwRBejqWn+d7OGY45kjMHA5VmgymIYkSmpDESBnNkaCHM/UquDuPXYomrKQmB6mSCuvZVXLfw07x/9ORCnOko7B7Y83tg5LyccP6CP69Dus/lbU2rxOUK2tr2kcq7Mx03Hjk92DsV2T0voefhNVjEuF0pQgH2RhgVRmA+TzwcYWQkPmkjgOarsK1g0C1nCQ4v4guEDjWWFsPYztsuxeMLV2xAMZGNE6EsY7Vbamfe64Rplm9cgmM1TXm8LU6F8NYkinA2Jhx42Gs1FsDYy2jR6V+Hoa4A82dNxfGRo/D9bj9rvvAWCaH2/Qfd18HY2tWLYMxP0qv5/ETt4Bpujq6YaxYWgVjNXV5GNuU+GTPyeZ0liwGYzkhKxab2/yA7IsdzjMic3omyMBYTS1u2xhMU2yfkZC5LYqKMOaBZ4i1eeL7LpE6MRYDmwa2TyokMYwlpP7R2mhmRpYQusGKI1wWHyysdE9D6jgM2XMczjMI8DNjqYT7AlsffbQ/TEowDdt1xSRdQto7Jvsrti8LQjwWYd8j/SfM4vwS0keiCN93TG4uk8HX88nzfuzAnEf6fxSTPs6eS2Lcl3uKXTDGnuM8MmcXwPXYuI/IfOdZZXOhS/AeypF0mRCPU9imHs4vJvWfIe3WPLIFxhpb8B5qxbJ5MBZms/h6zU2pn+dzuK27VrbDWDaL29snbeMHuIz1jellNDOb1tQMYyPHjk79vNDTC9OUSNvUN4+Dsa223R7GutrxvvL51qdxujUdMBaCdaUmT+ZWh+e07u5OXI5OXI6h0F/MioiIiIiIiIiIiFSZDmZFREREREREREREqkwHsyIiIiIiIiIiIiJVpoNZERERERERERERkSrTwayIiIiIiIiIiIhIlelgVkRERERERERERKTKwqH+YDaTI1EHI3Ecw1ipWErPzSVDLVY/nodjgR/gWIBjfoCrKPDxubYP8mRl9I0EcRWzkCUk6mhKXBZ2D7gcLMjKuPFVlCetqsrqymN5VvgrE9o0Lv2CCfjczMyx8lfYKT1SyqSCvsX470AHYnmy+kL1P0gIV2WldUU7JU0II7QPsXRg7BfJnMAHI15v2JAKfFxGn9QXSQbTeSS/kGQYV9g2jrTN0qWvw1hXz1sw1tCcXs89PR0wzeLFi2AsinC6YCou/647HwtjDfVjyPXwipSvrUn9/O15uK6mbrUVjLWMn4avVd8MY7ff9D8w9syjd8BYNmyCsbFjR6V+XpfBdZwJCjCWb8rDWHtP+v5uUxPHbDHD843n8L4yTtL7XxJHME0UkfoMyPiPcV9n18OlN7MAz6ZoXxyzcoD6MDM6yWYyeH/O5tk4wfftyEoRgusFbE0t4ntjc3pCnoMcWR/ZMxfbn9RkMqmf+2S9LbFnNbbNIJtf1ifZs2E2m15+MzP0+JchvZw9s6Dxa2YWhKQcbMNA6tkjgzFO0ts7IeMtJM+1joxtNs+EWTIW2f6EXC8B67RHxqjncP+PyLj3SSUnoI7N+F4ik8XnJj66b9JFooiMDa+y+aJE1reAFSYkY7hYTP08G+I+4gd43LA52fdxnoVCD4wtWLiYpEsvv5lZJpveT5YsXgjTLFm4DOcXpu8318Zw/Y8bPxbGpkzdEsaamkfD2IrONamfL1u2EqZpGYXzqxsxAsZKRdx/nn7hBRh76pHZMGaG261lRPpYrCXrRuLweCuV8L64rr4BxoZCfzErIiIiIiIiIiIiUmU6mBURERERERERERGpMh3MioiIiIiIiIiIiFSZDmZFREREREREREREqkwHsyIiIiIiIiIiIiJVpoNZERERERERERERkSoLh/qDpWIBxpw5GPM9D8Y8P/1cOAwyOE3AzpLJtUgZkwTHomIvSZfgooAscQlxfZiZ+STmBbgZWbogCEg6VtJ0Dlcjx/oIaTdWQlYUr5Jy0oZj/QAn5MUg900SsjwdvYnhZ+gqbPCk0oarIBltNpYfubeE9NeKy19R07Bxg3m03SooyKDw9SqJMD77XSO5tZhcLiaNw2srPVPn8HzBuhbjk0kh8PH60Na2Csa6e7pgrFhKjy2cPw+m6erAZaytrcfpOntg7PXX58DY9G1mwNioUdNg7OV/PpP6eanUDdPEpSKMlUistwfH6vN4fd5yqz1hbMniN2AsjtP7QnupE6ZJQFubmRVIfy2W3om5pPriJIIxn+y9iiW8Zy5FcernzqV//v+DMBRmyFae5BmQfV6phMddqYjHAvp7j1KM572EzLFhNosvxdYyMpnGbO9O06XXJXmEMI8sSTVZ0n+KJRjLZPEzkhmeN9iyitYJ+nznV7iXIHXsyDMLUyJNmpTS65KNG480XBTjeTsh80WYwW0TBKS+SjjPGIyBUgmP+yRD2pS0W0Q6ekCezeMIN07os4ZLv2/Pw/UYknr02J6ZVH8mW4Ovl63sKSOK0/skG/eOzFvZXA4Xw2dzAnvWwW3qPDx2nKX3vQLpBx55jvbImIrBWmpm1tuLz2+6uvCep7MTr28RGFfLlq6EadpWt8PY6NG1MLZkyWIYq2sYAWNNTSNhrLeI63IFKGd3D97L1LG9ezuu4/bONTBW7MZ7zmwW98lSAfeFWjD3Rg6PjV5y3909pG91dsDYUOgvZkVERERERERERESqTAezIiIiIiIiIiIiIlWmg1kRERERERERERGRKtPBrIiIiIiIiIiIiEiV6WBWREREREREREREpMrIq1z7a2xohLGYvGWavgAcvC02jvGb1eIYv1GOvbHQWBlxKvPJ2wzDEFcfSsfe9EnfBG+k/OSNhejtv2ZmveQtuYwPXl/pB+yNoyRG6tgjb/r02dtbaT3jZEhSSSIzM/K2dPZCW3a5CktC39xeUTkqfOl2pe/qTiq6c/L23wrLUemboOm7WyuoTPa2ZPb22cFyxZmSe6uwMtEMxO7NkXurdJyy2qq4nlGIzE2sj7P1gQ3GkLTbmLFbw1gmwG9bra1vSP184bg3YJo1bfittZtN3hzG/vnc4zC2ZC5+a+2SeTfDWDHCb1udOH5a6ucto6fANOOnTYexIIPfultTg9/2vNVOH4SxJYt+B2O9JfxG24bmEamfv/Embrf6fBbGyLbELB7y9vI9LRvi+/fI3oVtR9HLqen0lZC3rJOEjuzzQrKH8shclJC3s/vg7cfZIIPzY8sO2Tt2duG+HpP6YoKQ7FVRjNyAR549AlL/DjwfmfF+F5I9s0eeWTw/fZ1gbW0gjZlZRO6bPeOR5qZvl3esDUCmzpG1mPQf+hxH9gQReR4LfTw+YjK+vSD9epkMzi+bzcFYQtomKpVgjPVln9QX3UOB+07I5OpVuj8nZWTPr2wsFou4vtD8ysrByh9FbPHAbcrahp2b9JA9lB+Ae2NFJEFWx+gcycysJo/3XpMmbwVj9Q1k71uT3gZzX30Npil198JYY2MTjD3/Is7zlRdfhrFnn22FsaamUTA2dvMpqZ+PGjcBpsmQ/W1DE55nJpM9/+bjx8BYUw7Pa4uX4OeBwHpSP+9sh0ks6i3iYILHYh14Phoq/cWsiIiIiIiIiIiISJXpYFZERERERERERESkynQwKyIiIiIiIiIiIlJlOpgVERERERERERERqTIdzIqIiIiIiIiIiIhUmQ5mRURERERERERERKosHOoPOnMw5nssHeEH6R+HuFhZwxcjxaCSBJcySRIccxHJNE79OIpKFV3LsbvzWNuk17GZWTaTwVmSRvVAiNa/w/cWlQo4VsD35kierL48dANm5vnpv6vwfdwn/QD/fsP3cMwjMYbVsyPBGFWlY6OUjbfK0tFZobJuDnNk8xbsyMZ/Y5WwPCutSzaGYW6VzngYrS92a5U1KVw7+KXIfE3S8a5Q4bpC2juBMZwjXS8rbO5ihNepzTefDmOTp2wLY52dK1M/f/b5v8M0Y1u2hLGtttoTxhYvXAFjbSuXw1gUdcHYgQd/EsZGT9gi9XNH2jrM5mAsAfscMzMX4DX4kQf/AWMrly+AsaYRY2Ds9deeSv08m2+GaTp722Asl8OdMsLL+iYlmyXbZI/FyL4AtXtA5iE6OaTvN83MomIvjOXYvdE9G55TihEoKF0IcDmSGN9bEuMyZjI4z5A8Y/ghaTdwEz7ZLxcKuP6LJEbXOXLfBcPzDXrmMjMLQMwLSH5EGOJ0Pt2Dk45CnpFYnj7YRcXkGY49j2XDLIyR7mNxwq5H9oCsTgCPzCVxqYjLEZExRe6bPXPF4HnYzMwj9+2B59d8Pg/TsHoskefvGD4gmbGdJXhkNDMzF+P2RrUVkAxZP6BnBGROCMPK1pwSuzfwIOp55DyFPnvgdOw5qEQeiEeOGgdjEyZNgrFi7+rUz598ohWmqcngcTNhs6kw9vaidhiLiktxniMbYWzHnT8AY9O23ib1cz9XB9P42VoYS8h8V+jF97Zw0TIYW7ZiFYz1dHaTsvSkp+nCa3CM9jJm5nl4Tuvq7ICxodBfzIqIiIiIiIiIiIhUmQ5mRURERERERERERKpMB7MiIiIiIiIiIiIiVaaDWREREREREREREZEq08GsiIiIiIiIiIiISJXpYFZERERERERERESkysKh/qAzB2MeiZnnkXTgWg7nx8qR4FLAaw0W9H0c9P3ssLPEKThWJ0lC6svFMBbHOJawmEuvaQc+X4v0Ax//fiAIAxjzPVKbpE1JbzUH6tIlEUwTRfi+Y9JuxmJk3PhsTAW4vlA9+x6uf9/D+TmSjoToWHSORD3Wcig/lh0L4hCZEmjfYoVhRYG9i12M1BWfy2nrwEhCrudXOhgB0v3NY32E9K2ENUCF0NXYeolnXaN1xdotoE2Kr8jaraurLfXz9tXpn5uZ5a0bxnqLnTA2baudYWxJzRs43fRtSJ7bw1gJrQGk/8RkDea//cZrx9bb4fJPnDQWxp549H4Ya2lpTv28tgmXctHCDhhrX4LbtBTjNXNTwvZebPzQSR0IyOSWJLiv0GWTrdNsoSY9N1+Tw6nQfoiNn5jcGylipjYPYx5ZqFnfTCLcpoViMf1aMIWZS3B+QQY/goUhjnmswekSyPbh6THncF2VSiUYi2Oydyd7/jhOr+O1MTLeSJ4OtGlA+kjoZyq5lHlk3LD9dLG3AGNBDpcFPauxOqb7PFInGVKO7k68FrBnVFqZ4JkyZmsLGRue4fqPyDNezMZwQJ57yfyaAUWJY1xXATlzYM+ajqwdpQLud+zZMCYTTQbcXETmVra++T6ZJ7O4T7LndmPnB6QPLVmyMvXz5ctWwzQjm1tgrKFpFIxtue0OMDZ27GY43ZbTYGzqtKkwls3Wpn6+sgvP8xHpr6UEj7d8A66TaVtui69XxH3ozTdegbElb6c/K5QKOL8iuVaYwX2krr4BxoZCfzErIiIiIiIiIiIiUmU6mBURERERERERERGpMh3MioiIiIiIiIiIiFSZDmZFREREREREREREqkwHsyIiIiIiIiIiIiJVpoNZERERERERERERkSoLh/qDzjkc4ykrTFcBzyPXYlfD6TyPpGN14nCelZSDZef5OOiTJg7DLCnL8FsnofWBY3GS4HQkFicxjsU4xsoCa5L0LRbLBAFO5uPfi3ikLzBJgu8tAXVSciWSIcmPFYQNG9ZfPVwnPqnL0E+PsTp2pN0SNifQGMHmEgI1AZ+TWR9npcSt6rExQDpDUslMz65V2ZRsHquvyoYbr0kQpEsKyY+uYSSEZ0I+3jq622Bs+ZL5qZ/P2O3jMM3YsVvBWMvoiTCWrW2GsZFjx+E8R46CsVJcQZ90uJMHtP+wdRHnOXpkE4ytXvE2vlxUhKHaEenXW71sJUzTvSKCsaQX31tDfSOMbUqSmKyPHl6TSiWczhlI5+P9Gp3vK9xMszmdlp+VBUx8PhskZJ/nk3sLAra+kz0nGf9BBu+Lc7kcyA/PslGEx09A9id0LSb1X4rx9Vg5fbCHCsIMTsPmPTK38b8JwpkGZA/oyF61t5g+J8Zk/Yt99uyBrxWVSHtn8PhOyCYkILEoTo+xNGzceOTeSkXyzEXaNAxxuwVkDnUgy2IBr3FRhMvoBbj+PdD/zcyMxGgvd7gsPb3p8yubm3JZUka2CJBxz8Ype1ZLyJxdBGM4Jn0yDNPnVjOzICTjhswXaNybmUVkXV+5ajWMdXb0pH6+1wf3hWlaRo6GsdrGMTA2aUoDjBVGdcLY2DFjYSwb4Hr2QV3W19TBNL1k3Hd1tMNYJlMLY0ENnkP9HC5LsYjHQPea7tTPu7rT29PMzCd795Ddd2cHjA2F/mJWREREREREREREpMp0MCsiIiIiIiIiIiJSZTqYFREREREREREREakyHcyKiIiIiIiIiIiIVJkOZkVERERERERERESqTAezIiIiIiIiIiIiIlUWDvUHfY9FcdCZG34qei2cHwtxOGHCyu9YQdPTOXJznoev5bObo8VgwQQnI6lQkF3JI0EvCHAsHHIX7c9V1hlQezuSX5LEJEbqmKSLYpyOtQ67bdQGvod/P+OH5Hc3JB3tDSTkElbPuE6KcXpdOpImcayO2Thl94brJCD93A9wngHI06uw/lnxKxn3azMlfZLmCQpD26aC/MwsIWXkeVYUglXiSAOw9bLypY+1DY71FnpgrHnkuNTPx03YGqZJHJ7vXBLBWF19A4zV1jdVdD02l6AxnJDfY3u8J8BISNa3N158Hcauu+pCGNtlx71h7O25hdTPVy5fA9PU1jTCWKa2Hsa6O3CemxKPtJ9veE7P4BCcA9jaEmRw/2PjuCfCfb23B49xsiRZzNbiKH3c5XJ5mCYkDxhsnWbjmO1rwgwed6wu0b6M7VuCAF+L7QkC0gAZkmccp49xM7NCoQhjiOfjaxVLJRhLyFocgf2amVmpiPMM2N8SsYdUL72ePR/Xf0LKGLH9jpeBsZgsEz6p54jMM36YHiuQtol7unFByLjJ4Cqhc4JH+nKJjmE03sic7OPyx2ydJs9jPug/ZmYh6QsR2degYroElz+JcZuWSrj8WbJ2wIKsLQwOkbqMwXwYZLIwTQj6sZlZxJ7jyDhl83I+h8dpEtXAWFNLS+rnW04dCdP42RyMdffgPpKtHQFj+TzeF2dqamEsJvNMDNa3Ykz2CTl8b+Zwfy30rIaxBXNfgbHZsx6Csfnz3oSx7tVLUj8vFfB6WZcn4z5bh9ORZ5ah0F/MioiIiIiIiIiIiFSZDmZFREREREREREREqkwHsyIiIiIiIiIiIiJVpoNZERERERERERERkSrTwayIiIiIiIiIiIhIlelgVkRERERERERERKTKwiH/pHMw5Ps45ki6BJ0Lu4SUA58lOw8no+U3nNDzSayCy7E0ZqyuKkpmHgmSKtno2H2zMtKbY6k8nM4jpQlwIiyAqYwPMdqDcKTC6krAuEpcjNPEOMMoxr0ySViPJYUkN+eR6gr89HnBD0nbeLhtaBWTgrDbjsm8FhVxDM2hXqUdwcNzKKtjH9Tx2ixxzCfX8/309mFzOat/9ptGPvcypL0rmJ/YmshijEfqxCP1z67XUN+ML9jQkvpxqVTC1yKrGO13bD9AV0aynrIO5oE8ST1aQOZ5UsfFYi+M1TfVw9iUqTvD2OxZD8BYGKbfW5iBSayzexWMjR/ZBGNeXQ3OdBMSkrYNSIztHQtgnBRLRZwf6bNBiPtmQMrhIhiykKydQTj8tTMifZ3NsQEph086bhTjuYitSXR9j9L3SkGA8wtJGWOyYYgjsk4kuOHYfs4D660ZnoNZ3/KCLIw5D983W4ujkHRKuq8h+4IkvU6yPikjyS9K2B6Q7JlJe2cyuG0KMa6TIJPePlk2NsiaFOCnILoE+mT3VYrwWIzJcwTaViak/wfkeYz1/xIeNhZmyVik8ysuZw60d7HUTa5F9hkevjdH6sSReZI9x0Vk6xVm0ssZkOfyUqEHxlgd+2zce6yf4PFR04D3Ln4u/d462NpN+kEQ1OFy1I+AMUfGVBcpS1cR13Mumz7geko4TTYowFhNBqdrqM/B2PIcLr/vdeGykLWjmE3vJ3S9DNjzGKn/zg6SbnD6i1kRERERERERERGRKtPBrIiIiIiIiIiIiEiV6WBWREREREREREREpMp0MCsiIiIiIiIiIiJSZTqYFREREREREREREakyHcyKiIiIiIiIiIiIVFm4MTJJEhb1SMgNN4V5Hr6Yo9cimTqcJ7kcvV76nQ0SwSGWDNajmVnCEjpSftps6UGeBsd425BkNB2pZ5LOpxUN8nsHgh65OT8ISDqcZ2AgncPTQJLg/LKkjJ6Hf+fjkd8HleIIl4XEHGhvRyanhMbiYV/LzCxh/Y4OcFwnPqhn1g98n/zOjfT/iscwubdSVIKx2BVSP49Iv2Njit22z/qkT8YbyZT1c3g9lh8ph+fh9mbtFpNxEwYZGAt80qaFnvQAKUcmk4cx1rfYPE+3HgSbJ1EHS2J8tWULX4Cxnq7lMFaMijC2ZBHOM/QXwFhtHdnPgNvu6iJtXcT9JwhxX47JvmpTwuZttr7EZN5zYExmSL90htek0GfjGMdKpI0KhfS52cwsS+aUAMx7ZKqk6yb98xEyNxSLuP4zGVwnXoj3Q0GQXhifzNthBs/bcQ/Zg1S4aXZknWAPNM5Pj8UO97uYzIlG9lA1dTkYC0mbRmQuymezMIZuwcV4/s2QOg5If21oboax7m6wbppZJo/Xx54iTlci9YxEbN6O8LhPivhauSxu04gs4gkZ30GY3pfjEul3ZN8SsLGdYZtfUkiH+6Tn4fqKQN/rLXTh/Mh+LWLHOWi/ZmbZAN93JoPzjMnuywPjw4vZRhXP12xOSEq4v/oRmS/qGmCsJ2LPf92pn3d34ToeOWo8jIW5WhgLAlzHpQRXShTgdnNkDWgZUZP6ec/SFTDN0nmLYGzNahyLyJy2ZNHbMOZ6lsJY1lsDY8We9H14icwluRC3jZGxXVeP+9ZQ6C9mRURERERERERERKpMB7MiIiIiIiIiIiIiVaaDWREREREREREREZEq08GsiIiIiIiIiIiISJXpYFZERERERERERESkynQwKyIiIiIiIiIiIlJl4VB/MEocjHksoTf8dJ7hNObRq2E0SxKsNB24O1Z853B+Ca9lkieNkhC7HkhXWTXSMnrkvlk6RyraIwlRG/g+/h2GI2WMkxjGgiCAsRXLl8NY28oVMNbZ3Q1jXZ1dqZ/HpQJJg/OLSLppW0+Hsfa2Nhibvu0OMNY0chSMWZKkfx7gKY6ELEPaNCG9mffl4fc7M7MY3BvrW3GMY86BujIzR8pIZyBy3wkZi2hc5cjYYFjbVCphcyFZF0uulPp5HOFxw2LdnctgbNXyeTC2evVCGKtvmghjhruJdbenz0FekINpdtr1w6QcY2Cs0NsLY3FShLHAz8KYBXg+D8P0iWHJ28/DNK+/fDeMFQprYKyjuw3Gij24AWoy+N7GTGiCseVLO1M/TzxcH5ksHosTx4+EsaV++nqzqYniCAfJ1BBFuG+iPQjbH7L9JltbWDl80u5G5uAoInUCKiXMZGCKMMSxmMyxUUTWVI+sIR5e/B3JE625xQKpD7avj/EYL5E1PMzg8meyLIbrxAvS2y0q4v7jfByLHS5/d1f6PGRm1kH2h2tWrcTp2nGecSl9LTayh+3p7oExts9rGTUWxtrAHtzMbJddd4GxkWPHwVjs0ts7KeFC5vNkbPfiOaGzG5efnRHka/IwxuqyWErvX4GPJ8qIjJvI4b1ERP5OjT2HsjOOpISvF/rp6WpYXQV43Q9IPaJnCDMzj2z0nJE1LGFzXnr/Knbh/Ird7TBW6lkFY0sWvw1j3V24v9Y2NcBYAc0XZtbWnT7P5AK876rbdXcYG0mea3t6cDkKRbxm5vK1MOZ5eF7rWdOW+vnS+Xjvu2D+yzDW0bYUxooFfLbQ09UBY7UZsh414D4Zd6UPkO5enCaTxfXv+zjW1YnLPxT6i1kRERERERERERGRKtPBrIiIiIiIiIiIiEiV6WBWREREREREREREpMp0MCsiIiIiIiIiIiJSZTqYFREREREREREREaky8l7y/tibUdlbCdlLstkbaCvB3kxbaUHY29J98qZGH9QJL2Nlb35k90ZeXsnfX17Ry83Zm+xJKvZGd5IyYfVP2o3dmu+nv01y4UL81vPuNathrHnsBBjrbMdv7lv59ksw5oO3eZqZvTUfvwVx/OabpX7e2Ijf7rhqBS5jdxd+2/iCt3C7Pf7wLBhraMJvthwxdjyMlQrpb9el4431uwrnNEfHG3urNob6pE/emm24SS0hYyMIyNuqydtuPVBGM7OYvL01itLbrb1tPi4HWYtqG/F4M8NlLBXxG517u/GboJcsfgPGRrSMSf28SN4U29uN3z7bvuKfMLa6Dadjvatt6aswliT497ZhLr2D+WEOpnntFRzr6MDzTBzht5+yNwrX1o2GsWIRvwG4p3dZ6ueFbjy3jm3EY8ORvtXs4zruifEbw8eMwmNgi9E4z2UNNamfr+nBY+PtJXgy2WXHbWDstRweN5uSOCZvtCZrMdufxHH6nOgifK0gg9/WHZJxV+rFfTMhb+sOyVqQr03vR2b4Teq9RfKG45js18gY8UkZgxDH2H3HDsfQ2+WjCNdxLkvKkcHpMjHuPwUS6+3F80avj8viheltMH8+XotDNv82NcLYihV4Lm1btQLGasiWZwVZA5ub6lM/z2RwPS5agMuYzeN96sqFC2Bs9pP47eaZZrxe7T5+Goz1RulzSXexF6bJkz1UJqyDMcvhdN1s82tZGAlzuE/CcwdyqZLD+83aPHmTPTkNSRyeg/L41qxUwOO7s3156uc9BTymOnvw2K4b0QJj+Ty+uW7yBvnujjYY6yL72Cw4eCgVu2GapBNfq30VHotLyHjr7sXXq63D66lPOkOQSe9D3WSf+tpTuPzzyLreU8QdvaML94UMKKOZmXm4Txaj9PoqFvGzvm+4HKtXp++lzfAZmZlZXR0eVLkcrpN8Du9LRrZMTv28o5M9+6XvZczMYvJ8VFffAGNDob+YFREREREREREREakyHcyKiIiIiIiIiIiIVJkOZkVERERERERERESqTAezIiIiIiIiIiIiIlWmg1kRERERERERERGRKtPBrIiIiIiIiIiIiEiVhUP9wdglOEhCZh4O+Q6kwGk8S08zGJ4KR0npzXk4XYxCjuaIQywZ4ZEysnpmjYrSOVqPFd53pX2BNjgpp59+vbfnvQjTjKith7F6Els+7wUY22yzZhhray/C2ITNcLtN3WJy6ucdazphmoULnoWxDx+6L4wtXbQYxnp7umFs8dtzYWzUhM1grHnk6NTPnYtgGjYWoxin8wM8bbrKpidzlYwPOpdgrPwrV7wJY2+98SiMjRu7HYx1R2tgbNH851I/b6ofAdMUChkYm7b1fjCWyeLfQ859/VYYW7Uc90lXrIOxpfPT+3ljyxiYZnRtI4z1JnjcBCUcsxj3k3wuj/MMcT1HhfQ2dT14/ml/bT6MjR6F5zvzcDlKUQnG/C7cl5tqAhh7q5A+H+ZC3H+ch+f5eat6YSxMcDm2GoNjYSYHY6UC7gvNo9LTNRdwft1t7TD2yhu4TffYbXcY25QUirj9ohj39yiOYSxO0tNFCU4TOrzuOx/3lUI0/L2cmVlMysKuVyymp3OkrtiDiOfhcVeK8Dod+DidB549zMziiNw3qJOMh+8tKRVgrBTj+YuVw/f+X3t/8qvZlub3fc/a7ducLiJu3CYzKzMrszoWq1gq0qRAiYZlWjAgTQQbBjTwxIBkwZ5Ibv4Ajzzz0DMJNmDAgGwZgj2wALmBTEMWRIgUWawqZrEqK1l5M28b3YlzztvtZi0PsmSA8v79MuqIejMv9f0M3yfW3qt5VrN3HGDr/i9Jj2nV6FgtLvnFpz+UZa4u9f5xcaX7v291Ll9f63KbToZsn3z0teV9ene3k2VKupexb33r2zJ2HHQuvL77QsZ+9OM/krEPP/lIxp4+XT77Xl/psdm/1WeyndnDN1t93unajb6f2afn3UHG1DPeutNngrbS9yqh5+Lnn/xIxl6+0ON2Yc4Sda3n8CfiWWea9NrUb3QfP7n58zI27fQ6+eMf/KGMvfxSt/tw0PtiXy9P1Nb0x5OtPoOcDl/KWBl1Lned7su6Nu8Wss6TehbjPern6IeX+kzWr9Yy1oWebyuz9w0HHWtWeu7k/fKaVyU9RzcXetxezbpcmH09kj4R1LUe09LrMb2+Wn7GWG9M/V/dythxr9eZ3YPeO94FfzELAAAAAAAAAGfGi1kAAAAAAAAAODNezAIAAAAAAADAmfFiFgAAAAAAAADOjBezAAAAAAAAAHBmvJgFAAAAAAAAgDNr3vUfpiguaOhyttgZuXqYVkd5RJe46zkp/9nvFRGRHzk2tm1pOVj5mpgLPi5HUnpcBhWXk6Lhw/RGl+mfy9jf+Y//IxlbNXsZez21Mvbiyy9l7OZ6I2Nvf/C3Fn8f97eyzK88+ULGjp//fRm7/XwnYyXrXGg63e4f/KG+3zwPi79/65tbWebl609kbJprGfvlX/3nZGy9fSpjpcwyloruk1JEnpv0n+ZJxj750d+Tse/9zr+rr3nQdXzxyQ9kLDUnGctivj28+bEs0zQXMvbJx6OMffGFbvdwPMhYmfX91iudrzH1iz+/+OwzWeTiuZ5vL03/vx6vZOzu7YOMdb2+Zp6PMpaq5f/Trc2Romn1ulutdI7Mo459qZfQqBv9/87f+UjP02er5Xm6zy6PdR9vLvREve6XcyQior3UufV7n+r7FT31I+fl4HffX8syT97vZOxHX/5Qxv7bN39VV+QrJJu1uan1PhFuTRchcxSye8Q863WvafScdOfRedT3G4fl/TYiQh3L2l7n8zTq65VBJ3TVmkeY2ZzzxPoVEdEkfT/VJ6nWc7yqdI70rY4dzeCMs8kt8/c2h91bGVs3y+tee/pclrm60GvDmx/+oYzNJ30+3K71OWm+1wv+VehY93Z5D3/zSp/rn1Q6thp0/7/60a2MXU/f07HTt2Tszd/X19xVy3vI+0+vZZm7e33euZ/1PP3F3/htGetvviZjkx7SKOYgO+flM8g86RyvZ50HP/7RH8nYH37vd2Ts7St9Zmtq3binN/r54/btcn7VjV4Tun4lY39cXsjYyxevdD3e6OfJvtPnk832UsamkzjXH8z6k/U5ezrcy9g86bVkt9Nr+f1O5102z6jr1fKaN570mWzX3crY86fvydgp62vuT3rPnLLOyfc3z2Rsc7M83rM5e0xmv9xs9f68Wum5MZv63z3o+f2w12f0SZwHsjknnE76XJWzLre90HPjXfAXswAAAAAAAABwZryYBQAAAAAAAIAz48UsAAAAAAAAAJwZL2YBAAAAAAAA4Mx4MQsAAAAAAAAAZ8aLWQAAAAAAAAA4s+Zd/2EVxURNLLmrqqC+XjIXLLaciSVTyWIbYOryj7mUq+IjL9m1+qKrTqfG3W78s9fj0cy4uRuaoMuhacqLv6/KrSxz9cn/Scb+2m/JUFxf9DK22er69xt9za7R5U5f3i7+Pp1qfa/qXsYOu/+bjP0fb29k7D8alvMnIuI3639Pxqr5QsZ++Om0+HsfurO+c3WSsS/v9P9Znd58TcZS+q6MNfVKx1rdNrU8HY5vZZnPP/67OvbJ78hY7eZU3crQ67dfytiTG92207A8BlXWc2Mcdbt/+IO/KWMxr2XocNRjk+fl3IqIOO4/k7FuvTxwx2F5jYmImEfdx3GYZaid9TUvVnot3+8HfU2zBzT1cmwY9dy+f6vv9a33bmTs5aujjN2Nut3P3utkrOl0orfNcj+vK53HedD53026/tuNzq1Vpdfl66Sv+WDyJKXleTXv9NhU5phYZr2Gvnr9uYx9lXS93gu2FzrHpknP5WFY7u886/njzreVOR8eB50r2Z6hdKiYc3Euy3Oya3VfpVrn+njSOdbWemyK6ZSm02PTtXqfeNgfFn+fs77XaDp5NOvlaTLjXem+rM0mvul1PddiTVmPeh5vxbNARMS3bvTa9uxr+lx280TX351Pbm6uZOz4sF/8/eVTPTfKLz2Vsf3hVsbufv9vy9g34gcy9kurf1HGns76fi8/fbn4e3p7KctcVua8U/TZK73WseN+uR4REavrD2Xs+r33Zeztbnnuv339QpbZmbPoxz/4+zJ2vNN5vup0nu/3+hnp9q2OqbW+mL+Xm+flPI6I+OwTfS5+a+oRWbctitmPTLlZnMvmcXn9jIiYRr0HnMwZKrX6fGLPLkXfL4deuwax9x0G965I12MOvZa/ub+TMfWuIiLi6VO9dlWVnsP708Pi75eXukw96XanQfdj9PqcutmYdca8P5jNc9Bmtbzn2zwYzd591OeS3YOZb++Av5gFAAAAAAAAgDPjxSwAAAAAAAAAnBkvZgEAAAAAAADgzHgxCwAAAAAAAABnxotZAAAAAAAAADgzXswCAAAAAAAAwJk17/oPU8n/Jdy+/NmLpEeFIplosW1zVzWlRNOyuZ67U6UuGBHFdGM2sctVJ2PPrtcydrc7LdfDDo7+PwCXWy5DcuhyqZh+dh1djos//8KTvSzyK+mljP2V3+xlbNXr/o9KT83Smga0utz+crkuLz9+LcvcfPhMxi5OGxn71h/qPvnrvyFDUR0eZOwvfONOxn5NVHM/6nvd7XQ/vnepY3/7e/+ujH3/Xo/3WvR/RMTVk2/LWJmX61IVnZMPrz/T14tJxsY8yNhh2slYu9LXfPXqVsZ6scyMp+U1JiIim0UtNXpN6Crdtrqt9TUrs86Ydfl4Wu6TeTL/Hzrr2Li7lbELM+8vzS5fWl3/adSTJ0/z4u9mmY/qopWxb7z3kYw9Xd3L2Cm/kbGPvnYtY23SsR98tjyv+l7Pt+FB75dvXslQxLi830REfPOJvuYv6+6K8pFeZ8ZxOZc3lZ6/n7/Uc/HuTs+N3/29P5axr5Jp1Pk3FT25TpPZp8U5YzZrs1lqolpdyFhb6YLj8jSOiAh7LK71RG/Scp8czbpdN3ptGE25yVSyMR22MWff/lL35T6WOyzPuh7TUc/xKZv6b3Qdm1rnXZr0/VLWa1gXy2vpL3yg6/jNS32vX//OVsbeu9J7yzS/kLErsyZebPR59IsXy3N40+r+6Ht9Jrh7o2Nvfut9GZuHb8nYzRNd/+ubKxlLzXKezHu9bp/EmTIiYpz12Hzv7/2ujH36Sp8Pu4snMrZ9omNVt9y24XiQZYajXq/Ho36GKObsO066T/YHvWa7PaCU5XKTWZQ788xYmzPgnHU9tv2ljKVKr/PiCBgREVW1PD9Wnc7xqtZ7gOvjVOs+2az0GjSMuk/yqO9XxB6QKp0jvanH1RO9Xmwu9PN30+pz3hMzpzqzrn3+6T9c/H066rVkNH01HPScqlode/+Zrn/K5uwhIxGVePFzyuY5x5yLp6xj2ws9p94FfzELAAAAAAAAAGfGi1kAAAAAAAAAODNezAIAAAAAAADAmfFiFgAAAAAAAADOjBezAAAAAAAAAHBmvJgFAAAAAAAAgDNr/rFcJSUZKqFjKpRMmRRFxnKe9b0q/Q66svXXiguqtpWs62Hq6CRTEdP7Mc263N3D0ZSsF3/NRff/cNLX6/u1jBXTXy5P7MiZdr+//Xzx9//uf6eXZXa335Sx/XGvq5H1NQ9vX8pYbnR/9atW12X3sPj713/9Wpap6o2Mpe6JjP0L/8IoY3/wA922/+X/QZczszuGafn3SadP5KzzYDaxjz74sYw9fX8rY+99XY/3qxdfyNhm0y0Hss7/406Goq50uRy6/ytTbhp0rNPpGsNxudzxwVxvpbctt74ezZJQhS53eSX6PyJqHYpxWF7P91n38ZBFIkfEfatvNoy6TyZzv3lYXssjIt6+1HXJYs/ZXOhZ+ku/8DUZe7XT9fitX/9LMvbBc70GffrJW32/129kbNwtz+HVrNfy1zu9vx0aXe6bH+o14ftv9Bz4W9/XY3NxNchY1y3n0Ld1N0Z3pcdmM+pJ9enxT/RFv0LevP1SxtyZ8zTrcWjS8nqTat3Xbr/KlZmr7gjer2RsPOicTmbctxcXi7/v3y6fPyIisjnL1Z2eI31j1r3xIGPDSc//9Uqvl31absNxuJdl2knP/+ut3hzr9nGPZ1Wtc6Epegy2eXm9/OZvfyjLXFb6LLdJL2Ssnk4yVooemzkv51ZExP7NaxmLavlc/OFzfb5dX7+nL/crH8jY72++IWP//n+iz4f/63/nVsbe7vR8q8ry3DntzVnopHO83eg+fvZMbxSXVzcy9vz5rYy9fvGxjKmz3ji4Z02d422jn7H73qwl5pkxZd3P00mva42Y365t7pzqVotkHoSOZp+63Oj9YWMO9nlezq886bWpMv1YRl0umb8vHM3a++aNzpOjGYMszuiN2We7y0sZ64uu/6/+0rdl7PJGP7ff3bt26zX7tFtel8eTvt446XNCNeusbJI+63z5ud4Dvnj5SsYOJ72vqLdhqTb5c9Rty5POkd2DPg+8C/5iFgAAAAAAAADOjBezAAAAAAAAAHBmvJgFAAAAAAAAgDPjxSwAAAAAAAAAnBkvZgEAAAAAAADgzHgxCwAAAAAAAABn1rzrP9wd72Xshx//voy9+OxTGfu1X/2txd/3hztZJiVd5V/81q/K2O3nX8jY3ekgY8N0krGn109krG7qxd+fXyz/HhHxd//2H8nY137xV2Ts8vpaxvr8UsfuXsvYblzrcsNyLrz48fdkmXZ+K2Op0X3cpcnEsr5fNctYGXYyNjbD4u9/4+/pMvNJx3pxvYiI7Ubn8rrT7e57/f8pbej7VZvlcv/X//elLPMbf1Xf67t/+ddl7MevtzL2v/9/jDJ2q1Mhokom+Aj2ekWHZp13X9/oa65qHes73c/rdjmXh6Ou43qtO7Ixq/72opexu/u9jM2tbtthp/trOi7nedfKIpEm3VfXTzsZqxtd7vig71cXPRfbspIx1SPF/H9om/SYNqYekfS8d5v8VOmx+eC5ruc4Lrfu+qne356/dyFjW5M/TdLJ8PpO792p1rlw++UnMpbn5bmz3uh18mtZ9/JD1mOTZj2m91/qsZkf9Bo6d6bdb5bL7Yvu/2L22e0Tvc/GRoe+Sn788R/K2O3mSsbmfJSxPCyvpfOky2wudf5991f/nKmHXlM+/4f6fH779lbGbrZ6cK+++fXl35PO2c9f6+eLxszjpx88l7FU6f0qm7YNt3oMihi3Nz/+vizTm2eI9lKvsaXS7T4WPSdT6PWyynq9/OTF8pr45Jm+VxnfyFgcPpOhj57qc8bUm71grfMuhannfrndbwfdHz/8C39Rxr77m9+UsU8+07nw+/9QP4f++K3eOwczpler5Vi61tfrBrNuZz1PN7Veg57rULzX6rl4c2PObNXy3NklPW7dSudPa86V77+nc+ulOWe8vNX9dX/Qa4l8VJv0eaE3eXDZ6TNI2+g9YDZ7v9vCO3MePR6Xn4lPo+6P1epGxm5afUBP5ny4N2nebvXaO610wem4PD7rlV7Tful93ZOXlX5/cDXrffHSPA7Ms87XH33+IxmrxHr49ELXfz/qfnTPXNuNfsf06s2tjO3udC6UpHNZ1WW1Ns9wk543B3EWiIjYXpjF8B3wF7MAAAAAAAAAcGa8mAUAAAAAAACAM+PFLAAAAAAAAACcGS9mAQAAAAAAAODMeDELAAAAAAAAAGfGi1kAAAAAAAAAOLPmXf/h3/gP/i0Ze/3yjYz9i999K2Nf/M5/svj73/6ylWXmcZKx/r/x35OxX/9Qv4P+3/w7/zsZ++f/+o2MfVDPMlZNp8Xfv/HRvybL3McrGTv+jf+VjDXf0sO4Wus6Xlzr2HvVQca+/vVu8fddp8s0oWNV0mNaN3rcUqVju2ORsYgkI1+8zMslkr7evtL9OAy6XFeOMrZu9ZjmarmOERGry5WMNavlcocXOu82J/N/Ny9ey9BnP9Rt+87VKGPdupaxutbtTmJMZ5MGY9Z5MEw69v7VXsa+3en1zkyPuNFLXrSyEbqOKZu8y7of/8KvfiBjf/Nv6rYdj4OMRbWRobJd7pRKp0FkPd2imnS780n3l1lKIkZ9zTTpiqZquVzqdD3yra7GX+l0w7MZb9dfxdRF1T8iom6Wyw2Dud6PX8hY1+oJ8MkXf1NfU98uGnO6eV50vq7Xv7T4ez3qPH7x5nMZ++6zD2VsW+9kbPXdBxn74EInbDHtfvViORm+/Z5ekz828+bNg87/wwszib9CPv7+35axzYXOicvV8jkpImLY3y/+vn94Kct0vR7Ym1bv4anR4/Dl9/9QxlaNnv9X6UbGNm9+vPj7Bx99TZbJX/xIxn74hzrWfHYlY083+lzZTcv9HxGxqvXa8P57TxZ///ZTvbZtzN7S93repazXxEPRi/r9Xo9bMefYh83y/t6aMmOl++qQ9DkjT/qc2q/XMrZu9Hy73ur50ayX+/L737+TZcoLPabVrZ6nO5PLH250nzx79lTGxrycdxERtdj7G7M55kEfRk93OvbB1bWM3STdJ9tBz8Wb8ULGJtG2C/PMtVnpPBBpEBER37zSOVm9/kTGWvM89oG5ZpmX1+WyNecuM9+6RvfxZN6b5Fn3ZTPr80mV9cI2q/Nos/xeJCJiU8x6vdI5WYpeQ4fGHH6TSQbzN4uzGIJ51s+82+MXuho7Pd6fv9JrycezzrtqrfNuvNXnyicXN8vXM/Pt4ajHZt3puXhh6piKXhO6To9NLuY5qF5eD1crvae8udXnhFvz7LF70OXeBX8xCwAAAAAAAABnxotZAAAAAAAAADgzXswCAAAAAAAAwJnxYhYAAAAAAAAAzowXswAAAAAAAABwZub7vf+oh9tbGftv/pr+uto/++v602U//KPlr17+pV/SX6eszdfqr29+V8a+9Qtfl7H/xb/+12TsG09+KGMx6K92ng7LX6qb8/9Flnn7TH/1vL78UsaefyRDMY76a3q3D/qrhLej+frjy+UxTebrre4L8tuNHlPzsfEok/nKeqe/iPxqp/8/ommX+2ttvp77RH+oNB52+suJo/mC/H6v77fq9VeWj60et5t+ud3/0r+k86B5tpWxqL8tQ8O9/pL1L3+kc/LmWvdXX+uY+Eh8VCYnT7qL4zCar567PDcJOx117M1R328thvtr3+hlmXnQ11tN+kvE00F/GXWddWye9Zctv/hcf600peVc+OADvafko/6ya571oLqvFFe1XoNK1vmaQs+3db98v+5Cf3X6xYu9jHXmK+mR3JdKdbFsgpX56ujN8+Xx/uS1/kKrm4tj6HJj0ftimLY9fab3gP2sY8fuZvH352vzJejQa/L+rZ4bh5XOn9sv9br8hdk71voD3vFGFHsivlgbEXG317HPfqjnduzNF5G/Qpqi18snepmKX/7WMxnr0/J68/a1/ppvH3pt++XnutzNe/qA8hc+0mftp60e99Va59/d6+8v/n4dr2SZh/VrGauf66+9X231ennR69ysjjp22psvMb94s/h7F/p6qyf6C9O1+dOYKfT8L+7wYv7epkx6Tnar5XpuL/Xa1q30GeR0+GUZO5z089hgviD/oB+5IgZdz68/+4XF37/zrV+SZd7/4Nv6XqPu/+O9/ur5+0/0mG4u9RlknPTZd9sut3utDsURkY/6XsMzvV+ZS8Zw0u3empxsjjqH2tXyAnt9o+s4nnb6embeXNR6Lbys9Pw2jwpxOun9fZqXx818JD6yybvenQErPTfmYs715v1BNetkuOyXz7grk+MPe33O2xTd7q7T5+mh6PrvxDuaiIh1ozf21eVyvn76iV6c9oPO8W2r14TZ5NbR5PLm2XsyZo4s0ablfJ1NkudJ1yNnnf93L3T/7056X9+f9PPfNOt1st6KM7/JkdNBr2mTqeP24lLG3gV/MQsAAAAAAAAAZ8aLWQAAAAAAAAA4M17MAgAAAAAAAMCZ8WIWAAAAAAAAAM6MF7MAAAAAAAAAcGa8mAUAAAAAAACAM2ve9R+WScfmh9cy9tknBxk73p8Wf0/HT2SZj35BV/k77y9fLyJifvv7MnZZahl78elexsrcydg0LtfzsP89WabJo4wdZ/0O/fe/Z8odk4yNsx6btw9Zxu7ulmPHQZcZZ12PVVdkLCVdrtbDFl2rx+Zw0vUcJlGXrCfAutd17HvTttDlHNMlUVf6frVIobZ11xt0bP3/krH9/b2MfeNruo5ta2K166/lxiXTH1tztaxTJJLqyIioKhMz9ytZt02Nd3upy+RTL2PD/FTGXr7Sa+jNtW7B1bXu54srnWBFrL1tt5ZlxqMenHWr61iymRvdSsbyqPukqnXb+nq5nhdP9NjUodfyttH1b8xiWCrdtvH0IGMbvYTG06+Law66r1bmgtnk/zweZcwtCd/47oWM/eBjnUO3r3+4fK+Nzslf+MaljO1e6rPHbtD581f/0pWM3f0DvR/97U/1Nf/htLwunya9Gr7+XJ8TuqLPY8Wsk18lddY53Sc9X/t4qy+6X471w2eyyHc+eiZjX7/S++1FpXPlIf9IxsbXL2XsUOtrbtvN4u/3n5t7Peh1qEn6DDLv9LPHly93Mlb3ei168Uqf+T9/8fni72/Fs0yEnwdN6HW7qfXcWps1vd7q2HAwZ/RheZ63Sdej35j9dppl7DjpNSUmPTZ6tkVcmHPsdrVcMg16rC/f0+vv/7b/gYz90ad63m/NuWZjnhXWW90n1/1yDlUn3bax0XlQXeo6Xm31PjEeP5SxaPVGvTsurxcREaldzr261fWoe13/GPRZ4m6v17RupXPh+YWeb2/v9P1KWZ47jTnnDfYspPu4Subsm3R/tWadjFnP77Ys329zZa5XuYcufWbuzbN+Nuvr/VaPt1vznl0snyubop+rUtL505tx68Lss+bsuH1q5seDXkV34h3U0xvdttWlHpv7vV6Drq50HWezP9zu9L5+Z+63E88m00GfPca9jpVZn0t2D/o89i7+yTg5AwAAAAAAAMBXCC9mAQAAAAAAAODMeDELAAAAAAAAAGfGi1kAAAAAAAAAODNezAIAAAAAAADAmfFiFgAAAAAAAADOrHnXf/jwMMvY9z8bZOy/9RsnGdvdbRZ/78tnsszNWtfj6ZMPZaxbPZOx8e53ZCzFch0jIkp+oq85jou/H/ZZlhmWi/wkNuh36PtDK2PTrMs97O9l7MvXutzd9fIYvLkrssyL10nG9qPuE/d/ByX0/fL9Tl+xNmmflu+XxXhGRJxc9Xe6jsW0LWddrjb/neLK5bI8BlVlysyu/g8yVlW1jOlMiDDVj+QKmnKyiLle5S5oCrr6+yqafhb3qz/RV7vcmKSsOhn6u3+k501du1zQ63wyI67GNGdzPZP/Lkdc+qSk2+1KlqL7WdWlTnotSWYuusY14epxMDE9T926UH+5PPdLmOuNeu92ORKh97fGFHv9x/pcMpk9Z5U/Xvx992ItywyTrkeTdLv7SefCp7/3Vsa2We9hv9CbPbNdruizOz3fvtHp6/2d1zpHnj/R56Ovkpz14I5m/IbjXsbq0+3yvSadK5urlYzdrPVE+Oi5PsNON/pc/OKFzok+6T65vrxc/P3V/laXef6ejO0Puh63L3UfH55uZWyc9Vw+pSsZu5+W63lb6zqednr+3J/0GtUNem69bnT9Y6/LVcWc9fbLY6prGNHd6fU+ip4bXTJ17HsZG806O5j+un+7XHAKfa/DZ/r5aDb7ztNLfc261eP29pXur12l96uD6Oc56X0zF52T46D3nesLfXaczfPMZMatMue5uYj18Fb31WazvP5ERKSTPgt9+sMvZGxnciv1+n456/U8j8sz6zDoMm2v+78yM3U66fNtt7rQ9+v03jGf9NqbTsfF3/tLs+6ah6emNudbswdHp+diqXXbYtLPtm9f3S3+Puthi6h1PdZ6msZVr895b0bd/29f6/rPZu7fPiyXG82rwrHWe8Dt21sZm/a6ju5gfxiXcysiolbrRUQ0IdbJSretsjG9qG0v9JrwLviLWQAAAAAAAAA4M17MAgAAAAAAAMCZ8WIWAAAAAAAAAM6MF7MAAAAAAAAAcGa8mAUAAAAAAACAM+PFLAAAAAAAAACcWfOu//DN66OMbUotY7/3R0VfdH6x+PMXb/X74hdvJxn7wSffl7Hf/k1djY++/ddlLA8f64KH1zJUymHx97pJskw9mVg1ythmrcsdDrq/2qaXsVWn79ddtcuBWedI0ZeLVOn6j5POn2HWeXc4ZhmrKhOLebke5r8wKjOmOhIR4l4REbMORd/p2DDq/lKR2vX/oO9V1SZfG12P0dXRLBeVHu6Y5+W6ZD3UUdv/ltIVqSody9mNuC5nhlv2V2sacJz2MjaMDzLW9CaXTdOKGbgsxuYnFxXXM33sJtWcTTmjMo1zOVRMZRoxB05mTpU/e1f9aT1Mvpq2ufXVjrfoE1fG1X92w20uWpk5PE+6o1X9nZz19VIy/R964XLpmuOkgzYZ9EVrUfDNK13mWF/J2EfPPpCxzuwBXyXj4a2MPbzVOfFZ3OmLHr9c/Hn/8EYWaZIeh9dfXMjYn/zmr8nY197XZ8D7Rj8eHPY6N9/Mt4u/P+x12+pWT+T5pM+w/UrX8Wq1kbFXb5bP5xERfaPn65OL5f4qk15QDknv7vdZx9qkD3pT1n0ymvWyb3V/5bJa/P1uZ579ep0/kfWYprKWsemk+7I1h8A26VjXLc+dLpncavRDy+7hXsZq8zy8KbpP1htdrrgD4rx8zbrSY900JrfMc1UxG25jYtk9AJqzSyPGu5hD2bDT59txp8etM3t4Mef6w4M5n5iNWp0ZZvfwN+qxmU56TVu5c32tr7k/7GTstNfrwuV6eV04DGZNMHvAYa/naQmdC3nUfVmZ/S2P+pp7MRkrN6ey3i+POx27uF5ekyMijkeTJ0n3ZZXE+5uI2A/LOXl/MufbTrd796BzZHerz0f7g44lc67cXG5lbGyW+2ROuv/nQdc/zY/bH94FfzELAAAAAAAAAGfGi1kAAAAAAAAAODNezAIAAAAAAADAmfFiFgAAAAAAAADOjBezAAAAAAAAAHBmvJgFAAAAAAAAgDNr3vUfPnn+oYydKn2Z//Pf38vYN4b/dPH3j54dZZnPXyYZ+/Fn+l6/+/u/K2N/7lc+l7Hf/M2NjOXxIGPHw7T4+zwt/x4RMY76Pfk0d6bcLGOnkwzF2ztdl89e6DFddWU5UHQd60qUiYhk/nugW+lrnm5Hfc2sL9qY+11u2sXfq+Tqr3MyIpuIvuZ+r/v/+kKXq5POBfXfMGPW1yuzaXfodhfTJaYro1ru/p+UM9dU6XU86ULjpCtyc63vFWbc8mySyzR8Nv18GpZj65XuLL8m6JxsOl3/hwddbhB1jIioGx1b9cvjM2Y972PWi5rLu8qtM6aOedYX1T0SUYmE3eltI/reTA6jrnWsmCXhaPacptV1GcQQuD420yaOZp9qzCmlFH1Rd81sEiWLQc1mnQyzByTT8MHM+8okV1Wbddm0Ta0ztVl379/qinyyu5Oxq94k5VfIfjRjtBtkbC5mnR2WJ8p46mWZ73+mJ8If/PEnMvb7f6DLfftbT2Ts6aUu98GzrYxdrZbb9uqt7qvhpBfFaqX7ZJ70NT/59JWMff6lvt8Yax0bVsu/H/VYV1lPrq8/1weNlPX8eXOnn5Hu7/W5uO30Nfur5Wed1Vb3fzF/21ObvXg86nGLlS7Y97ouSS3cEZFieRMsZr/abHSOXz7Rz8OR9JwaZj02favzpEx6E6/SB4u/j3EjyxwOuh7Ptk9lbNPrtrWt2bDMWdsdXk7Dci6USpeZjvq5trnU+dPGcxm7e9C5UOmujKbVa2gSzwOXre7/PF/KWCm6/r3Zi9vuSsaSGdKHh2cylufl/hrMer3e6LGZGr0mr8z+UHW6/4dBj2kK3V/D4WL5XvXy3hBhj76Rk37HNCe9JtSm3V2j61KZttVpOZmHyry30qEwS5p971MGvd6t1rpt/Xp5bCIi8izeyelqRG0acDrphm8v9Dx9F/zFLAAAAAAAAACcGS9mAQAAAAAAAODMeDELAAAAAAAAAGfGi1kAAAAAAAAAODNezAIAAAAAAADAmfFiFgAAAAAAAADOrHnXf3j10acy1va9jJWi3/2+fPtk8ffV7ReyzLMnRcbylGWsSrrc3/pd3bbv/WEtY//cP3MjY9/91nK5YTzIMsOxlbHTuJGxh92oyw33Mla3uk9Wm5WM3e/S4u+vbmdZ5njS94qiYyV023Jersd/VlJKutyr+2H5akWXmXXaRV2ZehjF9MkXb8wN/UUXf07mv2dMNXzMVKMy/Z+qR45pWe6TEnr+5lnf67NXpo9dw5Mul0z9kxkEdbuUlnM1ImLWUzEq08et2RGOR1dH3e5OL2txPC3Xpap0A6qkx9TNm8a0bdRdGWHmvsvz42G5vxqz7p5MPyazhzWNmVOm/l3tyum6bDpVSOfIca/vdbPVbatN28ZR13HbPy4XsrjkbAY7m/mWi75Z0+j6j4OOtSaHWj09IlXLQbe/fTLqMd29PclYXekzy1dJMetNrtREiJjN8Xquls81pWzN9XR/Npfvydhnr48y9uWXeuF7/vxaxn79V3Sf/Mo3l8tdb3Udj63Oo9Lo+pdRl3uz1227WF3K2GHS+X7YLV/z/k7P1Zev9Jl/Vev8qcz6O88m7yqdd4eD7pOuW15T5kmvNfcPexm7vND5Wpu1tG51/+93OhfmMulrijPPbA5KrdzkIlKt83846ToOR32/fm2eo7NuW5rvlsvMJo/Ngedyq9t9CJ2T06CvmWpdl6bV9zuNy4mSxe8REbW519WFfq49jPpZ89WtXmei1ePWzHrcxmn5mn1v3gPMuo5No3NyMrnQ7PWYrkxOzqL+P4mJs684f0REVGHO2epQFhHjoOvRu3cLWccqc+ZsxPpUmaeBYs7FT6/XMtaaB7L9Xre7Wek8X5tH7FGcK3cnnXeDuV670vmzMbl1+Ur3SX+jzyX9pd5z3tw/LP7+YJ79Tiedr6M5aO8e9Hu3d8FfzAIAAAAAAADAmfFiFgAAAAAAAADOjBezAAAAAAAAAHBmvJgFAAAAAAAAgDPjxSwAAAAAAAAAnBkvZgEAAAAAAADgzJp3/Ydv39zKWNvq97tVVctYSsuxT7v3ZJn6zWsZu76ZZCznJGMXvY7thiJj/97/U9fln/6ntou//+Xf2sgyzfZOxqr9UcbyrOsYRcfWfZaxrp9l7O5+uZ+zqcZxbHUw63EbR11szjrvxkmPqUnJyLMqp/uqhG54U+l6mO6KCN1wc8moTXAUeeLGzaRPzGZO5WLWBFP/qtI3TKHzZBLpWpkGNGb1S0mXc7mVzH91lUkHX32qk/LZR8u5kBqdk+6/3E56asfoktLMmxK6T/bmfiFyMtnZoRs3m3q0ZrwbUy4X3YBsJo9KPbPc2fnmYk4pZsK5dpu2qflRzJpg58adWSezyfNkyrl90VD9lc0AVKYfI3T+VKZPXLPN8hq16ZNIYl8xY70rKxn76BsXMjbaif/VcTI5XY16kOrGrFOn5d+Ho77XKe9l7Gajy9WNHqOq1+eyIV/J2O/9oT77jvvlHPvl7z6RZW6uls/LEREvvvxU3+soOjIims7sqZeXMnZ31HPhtO8Wf9/q6sd40me5ZPaychxkrO31nBzLWsb2B51D5bg8X1frXpZZr/S9titdrjF7Ukl6To1mDa6z3uBXoi6HSddxGMxGbc6i5rgQs3jmjYg4jbpP5tGcQY7LY9qZpFz1y3kcETEMOu+mUc+3XOtcvtu5Zzz93Hsh1qfW5FbMOn/u7x9krJr0PG06nVs7M26jeY6LYbf4c2n0nHrYmTWh1fW4NvXXIxqxfzDPQebhvBUHlLnW43Z/f9DXq8xcHHW5h7WeAznpPpnNXpuH5XcxK7MWHsTaGhHR1LqPV+YMsZ/N+4873V+tuV85Lbf74WTO0q3eiy42ut3HBz3vX7x278J0Dm0v9HjvxuVxG8LsU5WObTq9hm4v9PniXfAXswAAAAAAAABwZryYBQAAAAAAAIAz48UsAAAAAAAAAJwZL2YBAAAAAAAA4Mx4MQsAAAAAAAAAZ8aLWQAAAAAAAAA4s+Zd/+H1VS9jdV9kLOdaxvp6+b3weKGr9embLGPd7rW+10aXK1m/n77sdbndqMv9x7+zW/z9hz8+yTJ/+bcvZOzmWoaiToOOVbr/61qP29pkRll1i7+/fzXLMqPJg3nUN7u80H28O8pQDMMkY6XoehYx3NOs6zHqy0Uuuo83ekpF0+k+qfQl7X+1zGNa/r0s/x4RkWd9s8NBx8wlvaSv6XJ5EsPdmDzuWl3JZPpxGsx6Z8a75FbGNmYtefZ8+ZqjyePJ5GSErmNKpk9Cr4XDqO82h7vmcqyu9L36XudB1y+vTRERVdZrwjDqBszZjKmZi6O4XTZjM+lm+3qYcsWMd2Xy3E3hIib4ZOrYmIXr4aDvttnqeoyzbvjeXLNt3Bxe/n02a2Fl1i27lsy6jrWpo1u7hkmXa0U9T+1Klrm5+lDGvvGBrsdnH+tzyVfJYJoxzuYsETrWVuvlMrXO59EsHMOs173WnQGTvuacdV1ev9CHr8Pdco59+oXejH/pW/qA29W6jh+8/3UZ6zcfydjupPvklHU933t+tfh71e5lmXWrz/yrVi9uffMrMrabviFjb+51wraHS32//lvLZWrdj+vdUxmrin6eaSt9+G31MSnaTi+mDwedk3WzfNFtrfsqhY4djvpepejcKrVpnDl77XbmPHT9/uLvq9VyrkZE9K3ux2nUc3E46jPUHLrdzVrX/3jUZ6+ry83i7129/HtERGvOqTHpub3qdE6eQs/TdL/8rB8RsV7p8W5ieS5mc0663ugcqUz+bHrdtmweFqaTfbjVIXGuGbLep0rRddyaFxL7+zsZG01Odmu9PoUZ77ldnvvdyuRkrdtWFT2n6so8m9e6T9qkYwfzbiT65Ta4820k3cfmCBHZPGFsNsvno4iISbw3/Al9jk2V2ANWek9sOj2mg3nxs3u4l7F3wV/MAgAAAAAAAMCZ8WIWAAAAAAAAAM6MF7MAAAAAAAAAcGa8mAUAAAAAAACAM+PFLAAAAAAAAACcmflm+T/qs48f9EXMFx6rSn+F73K7/JW0mxt9vTdFfyXtzRv9tbnfmPSX+zZb8yX4Wn857sp8Ofwgyj0c9Zfc/sO/+VbGvv0N/VW/ZL7ke7/TbdvtdWw/mK8gHpZ/f3jQ15tm8zVP82Xq9Urnwlv9Mcz43mfmq9Wz/oqg+rJlcZ9fN1/DzO4r5boa0Tbum+jmy5zmi55FpN5339dlrtbmC46mT0yX2Jj5gHxU7muMefmi5mOk8aA/rGu/OJrMZ9bHUQ/qdm36+UMdu9uJnDT/r1a73GpN0Mjmq+A2l82XRY/H5Ta463VmTXZr0P5k8ifpfcr976WLJZHMuej6zyb/86TX+brRBbtOd+Y06RZsOj3e8kPvrovNF1qf6I/gRq8/tBrHg65jvtL9XNyaLfajYr6ea5bkqCvdKSpHIiK6zp1L9P32+gPxse+Xv3Z79+zbsswHjTl7TLoiTy7MF52/QnbuS+Qm3+/MV+KfXiyfY1szge7N9SazcGzd+Xzj7qe/Sp/dHijm+YtXJh9m/fXyywt9Fr1/+0LG9qOeCA/3ui9f35mvlDfLC9VO7GMREced/ur8NOqFo1tfy9jtUc/JH73Q7b476Dxp2+V+nkadB3XovppPesFvzBfFm0bHNlvdz6dB3y+JZ7XnT/X69eGV2W+z7pPGLM5TuPO0DrkvgBdxvnr7RjyoRUTX6bzrWz0XZ3N2GdXEj4jU6q+st7Xe/Aexdw6Dbttmpfu/68xzrdnEZ7OH173ur8qctYdpecArU4/6Qn9B/ng05+xRrxfTeJKxedZrVxb1j4goafnQ5vqjDp0/5ugbQ/uBjI3lqS4X+sy/3ep+zqvluXjKek+pN3q9uNTViNNJ93+fdaeUVo93bZ7jssrzvTkDmTxozLNHnXS5m8sbfc31cxlrV/ph4VAtz9Msfv/J9fT7xvu3erx7M0/fBX8xCwAAAAAAAABnxotZAAAAAAAAADgzXswCAAAAAAAAwJnxYhYAAAAAAAAAzowXswAAAAAAAABwZryYBQAAAAAAAIAza971H97f6Xe4+/tJF0yzDFXtcfH358/1vU4nfavPP88y9kXby9hf+6a+6JOLImOpTjLWVqJc0WWGrO/1g48PMvb1D3V//covmr4cdH/dPejYZ6+Wf69rXf+Hvb7eaZChGEstY7/zYz2mf+eHui51rfskieFJocetqEIRkULXoxQdy7OJmWs66nY/FOMZEfHP/6Yet67Wc7voYpEqN290rGp0u0/H5dh+p6/X6NSSfRURMZnlrm51cHenL7p70EtxieXO3Gx0/+es211Xuo5u3CK5XDbzw3RmJeeOLvP6Qc/7f//39aAOpk/s/1CaXFBjExGRRNt0LXywSjpHzLSxMbN0RQozQZJqt77gk7XuyH/mu7ofa7fOmNxyc9jlq8xJ01e1mRupMjnik8uU0/LNlYztL58v/j68GWWZTadnx1zpc8nz57oeXyWH417HZp2b01EfbPK4vAY3ZmQP+52MfWLq+Oyqk7FvfnApY9tW5+12pdeiTb9crso6j97e6b4aT3q/mh90fz17bytjv/ybX5exH794o2Ofv1383Rx9o0m6/+/2et692et97g9+pOfdP/hUP88Mpi5dtzxuw0nvAyvzXJXnlYwVM28Og465c3iz0vUs83J/fXSjy/z6tzYy9s2nFzK2NgfLw1s9T6dZz7d2bfp5XH6Ojln31TiZOp50HfPkzvw6t1Kr14sHMwdyWZ77q0Zfb3/U60zbmvPhoNfXVOly2bzjeH33IGPztNzuOfS69aM3L2Xsh5+JPIiIMev+Op3Ms6Z5IHBPoZU4dLa1XhNSmOeZWe8B5nE+anM/87ol+s3yOv+TuiyPW5N1HT+81v3/i1/Te/B4px/OD/t7GesvdLvrXtdFvRsZZ93JxTwnzOZeZdJ7/knMjYiI7lKvy+srvS7nbrncUHQ9VqNudzZ70e5Bj8274C9mAQAAAAAAAODMeDELAAAAAAAAAGfGi1kAAAAAAAAAODNezAIAAAAAAADAmfFiFgAAAAAAAADOjBezAAAAAAAAAHBmzbv+w6/9cidj+3t9mZL0Ncdx+b3waZxlmf5aX/DPf20rY6kpMvYn40HG9vdvZexZO8rYdrvctnnQ9dCRiHrdytiffKr76/XtJGPf/U4tY13Xy9jNZvmabeix2a2yjE1Z///AF291PX7wpe6xvtPXbGvd7iJGoRQ3OkZ63P99FJOv86zH+zH1/OxWj9vf+Ye6///Fv3iSsa7WdRxmfb+m1vW/vtSx13fLv5es79XrKRWR9L0e9rpY3+n7zUXnwsNLXZnVZrkvr0x/7HY61tR6LhZTx67Vbcv6klHMJpBEaLXS9fhPf6T7yiyv0Ta6HmreR0S4KZV1mscsOiWpRkdEZdaLYsrNZu21DTAxV0wtQW79eXvQdfz2B7rcd57r2DjpmOkRu85o+orj7OqhJ0dn1vlU6XPV6ea5rsuTp/qao7jmpM9AVaP3y5h0Hd9//wNd7iukX+s9cG3OScksiknk0mTKXF5eyFgb35Sxp1uzbjQbGXt9JzbViEhXut1lWN4gL/q1LjMPMtaZveU46PPtZy92MjaEniN1o9t2tb5evt6gz0JT0fNnvb2Usdc73bYff/GljO0m3c+p1s9IWdxuLnqTq5Leiytz9C1J13Ge9HOV2W7jOJo8H5efX+c3+orbtU6855e6H59f6vzpOr1eXphl9vqpvt/xtDwGx6LvVTd63PKs658n3SfDrN8RTGaeHic9T1fNchsuLvRa+LDT14tK77dt0gOQzdhUbu83zxHPbm4Wf9/XX5dlfudHemxeHnQfp0bPt5M5+1ZmEmd3dlSLSdH16OrltTUiomnNAJhDeCk3MnY46nUmjuZZR61Pk67j273Jg+c6l59un8nYYfhCxiozNlvzHNeJZaHq9Tnh/qDXktGsF12r16fVVu/PpdX9dSwrfb9a1VPXYxh1/edZx5481fv6u+AvZgEAAAAAAADgzHgxCwAAAAAAAABnxotZAAAAAAAAADgzXswCAAAAAAAAwJnxYhYAAAAAAAAAzowXswAAAAAAAABwZs27/sO6mWTs6ddrGauSvmbV5OXfK3O9Wseaavl6ERFt28tYyZ2MfXGru+jN7U7Gbl7tF3//xfevZZn9g75eW+u29asLGXv55iBjx+/NMnbzpMjYw75d/P32QefIOOj/A6hqnSQ/fiVDcdLVj7rW9ysmJ0tZbncJ3R8p9AXV9SIiUtLlXKyqdNvm2XSKYKZU/P4nOvat99cy9s/+mq5HY+qYdHdFyXoO3GyX+ySFbtyUTV+ZJOmvdDG33tUmzy9+Vce6fnl9qkxn3XW6rx4O+l6rTvfX8yc675L7L76s69m2y7HbvV6vP36t61hXekxL6D4x09vOxabRDR9Htb+56+m2uXpkMzecYvLcLDORxP/pTpPeA0wXxx99odv9F7+rY6fDSca61qyvpm3TvFxTl+J7XY3oGt3yZqv37tPNL5uL6nNE3j/I2EW/Xfx9bvWilswxsTZJsup0275KnlxdylizWulY6zJmOTeHaZAlri91f7biLB0R0Yk1NiJiOugzp5sj97Oe5y/3y/P1O0+f6wtWuh5f3ut8/uDJMxkbTkcZe/MjvU88vdF7zzgtj9vxqNeah73uq8ns4cOo171ilvuLXufkqehBHY7j4u99q+d/m3W7T4NeFN2+s+qWny8iIsLsgbuTnjt1I/qk0mP9dqdz5POX+rnqo2dPZOzJkxsZS/PyM2OEX4PbbjlWmfNO1+vcarvlPSIiYhp1vmbT/5UZ72fm+bUqy7HNVvfHrTuvmfU6Gp13VdHj3dc6h6J+qkPd8nr48WvdtmkwZwmTy7nSY1qHHrdknl/d81iqlvvZnX3dWSKbdWY2a1pl5o1772CaHZU4o6tnmYiIt/f6RcaPPtZnrw/+vN4zf2H7gYzF8FaGStb7YivmwGpt1uTK7GF664uLS32GrTbmIdvsb5PJryzadmHy4HBY3hMjIibTuN3DvYy9C/5iFgAAAAAAAADOjBezAAAAAAAAAHBmvJgFAAAAAAAAgDPjxSwAAAAAAAAAnBkvZgEAAAAAAADgzHgxCwAAAAAAAABn1rzrP7zcbGSsmKu0rX73O5VhuVKNLpPsu+QiI4f9QcbaVjfg6qaXsflqJWNvri6Xr9dsZZkvX7cytv/ytYz9U79yJWN3o67/x3/yUsauvjjJ2GGuF3/fT7r/e920uFjr2GlavldERAkdS5F0uZL1DeUF3fX+7Jf7STldMJn7VZWeAznrtuW8fD9zq0hmuv3ff9f0o2nb159MMjY8YmgiIkqel3+PUZYxzfaD+sjxdh1du8o8pk+Sq7++2cNej83Lt7qcq76L1fVyPf/oC71g3J/MvDF3M1PDqsy4ublTiclj57aJ5UcuNG6dcTE3cnW93La262SZw17PxY9f6MH5D/9AX/Of/o6uf530Ncfl5SIiIoqIZTOnVit9hlh/+Isydlu/L2Nj1vtbl/X9LswYXKyXz3HTqMdmmnRn1bWu46rVZ4+vknZjNsFKr5f+zLCcS+1W36u70DEzDDFnfZZrr3SudBdPZOxw0O3ei3S5zTofXr14IWPDna5/2fyCjN3d6/6/e/NWxi5f6vsd9ztREb3W9Cv9nDDNutz9Uc/xXOtD8/Go987TeJSxWh1CTNtmsza4Z7VippQ6p0ZE9L0uuCl6Epzm5fVtHHXb3ux1/nzvR/cyNnf6Ge8bz3Uu1Kbd01szbv1yLqSk+2O81Tme8/JzeUTEeNL91YXOhY15xo7BnHnEvtS+NXPU5Pgw6vwZkp43TaPXu0vz/NqbZ9SpWu6T7/1Yt+31a71Pz5NeX0ujrxmzmcPiuSoiomt026pqeUyL2RMbcxY9DiYnzRpUkt7f1Pk8wp+LG3GuvLnS8/6YdT1++PEbGbu6/FDG/tx3lt8xRUT0jX5fNx11ws71crmTya2m12va9um1jCWxbkVE7I96vqWi52nf6XpO6pmlMec088w4mBxpWz0274K/mAUAAAAAAACAM+PFLAAAAAAAAACcGS9mAQAAAAAAAODMeDELAAAAAAAAAGfGi1kAAAAAAAAAODNezAIAAAAAAADAmTXv+g+fvn8pY/OUZSwlfc2SVou/t7WuVlXpd8kpiozN06xjSZeLomNVpRuXV5vF3z+9Pcgyp28u90dERPdL35CxH0UrY3/3P9nL2MN9L2PbXrdbxsxg6wyJmM2Y3u7MeJtyYfLOpEmkql7+3eRBMRfM2c0NXUk3b6LoYFW7ay7Xs7jBMW0bRl3qP/h9PTb/1Ld13nWtnqfHk65LK26XTH9UZt67/7FKWZdz41a3pi5mLanFGJgiLsWjmFyei2656y+39rq+zGk5+scv3QRwOa5jrt2OK2fnsMpJtzi5+pu1xHtcfzmzmAO//Vc+kGVunnYy9v3ff6tjr3cy9vYP9J75zWu91z650H1Zi/NHf/2+LNO8p2NlpWNpMovopOsfjR63VaP7pI3lMXCZ1VX6PNbUekyPB72Wf5VsL0x/9u6sas5D4/L82Vzr622ut/p6ZZCxedDXTGbkH3Y6/1Y3ui5fv7pY/L2N5bNVRMT6g6/J2LOv/TkZm+qnMva9P9Bryuef63l3c7l8do+IaLvlvqxHtw/odg/TJGNHMylzpfvfHQyqWl+0F21L5oA4jrr+kzlLuHNZY+rvtqvtRt+vz8sFj3uzRtX6eg/m2eOPXjzI2Jf7tYz17ePOJ7la3h9r8XwdYR9rozFj406Wm1q/I2iSXoOmg84htT715lQ5xo2MDfpWMdV6bGpTbn6jg415VlhfLPfJi7c6J0voOq5Xy+tuRETO5ppZr0+ze5IwU2eaj8v3Ms+u7drss+owHRFV/bhn82nWDXDPOteXy2Pwra/pc97Vr+j97fNPv6tjD3qfmn9wK2OblVnnV/rMtk7Lz+Z91nvi1faJjF1cPpexwSzm929fylin0zX6C/1uoRYvCVr18iAi5tnk1qzrv3u4l7F3wV/MAgAAAAAAAMCZ8WIWAAAAAAAAAM6MF7MAAAAAAAAAcGa8mAUAAAAAAACAM+PFLAAAAAAAAACcGS9mAQAAAAAAAODMmnf9h2PpZazUWcZSVWRsGObF36fSyjKrXtdjGE8y1jcrGYuYZETXPmIupt11vfj71TNdD/uWPOl7ffHJIGM/vtdDvN/pvpzfLo/NTyz3Sl0lWaKtdU+WpFs+5uV+jIhoal2uFH2/lHQ9H3O9yrTbFIuu1/WfZ33NedIX/dXfvpGxb//Gpbieudes8+C017HDvZ5Ttw86X+vQ412ZcRtrEdPTJlLR18tJ93EO3e7K5PIf/96djO3u9Nql0iuFyTuT4skkpVvv3DUju2vqglW1PN7JzKnKrIVh7vWYeR/h57e95j/mdcbdy5V7LD8Gy3n+D773UpZ5732931Sd3qcurnVsqHXs997oteRm1PP06mKz+HsZOlnmybiTsQ+e3sqY22XnWa+TzUq3e6r0/Hh7f7/4u5iGERFRJ93u6UG3+/33b/RFv0KqTndOt9Zn1bbSOXaM4+LvYxplmVPey9g06/22NvXozLyLk1n3ep0Tfbs8z6e9btvTDz6QsaZay9jnn+j15sVBr4kvzVz+7DMZirpenrF11nngzsU563HLJhfGyYxbpetijicx5+V1o1Vnq4hoV7of51G3rVuZ56DKnK8qfc1f+uWvydi3v/ne4u/H44Ms454n281vy9jd4VbG7t8un8EjIgZz1l5vtjKW0ofLgfJEl5n0HtF25hl70H1yf9Tr5BefLe87EREvvngrY41I2Drp/M/uDNiYs8Sk59twMs/67tnQnKg3/XJ/DaPux2z24rVZy8XUjoiIypwX3FsJ15clL8fGSef4aHJyLrqcO/mapTcq807CPmuKefqjTz+RZZ4+u5KxstZze2f667TX58N11uO2zuZd3nG53b15x/ds0mvy5UE/87ad7uOHg56LK/es05rz2Gp5XpWk+8MlUGp0H28v9Dr/LviLWQAAAAAAAAA4M17MAgAAAAAAAMCZ8WIWAAAAAAAAAM6MF7MAAAAAAAAAcGa8mAUAAAAAAACAM+PFLAAAAAAAAACcWfOu/3A/7GUspWxiRcbGcTk2xCTLTOUkY6dhlLF9MU2tkrmfrksus46JLmkrU49Z12NO+l5jrfv/yZNexuqix+Z+d5Qx1bZhMmOtqx9dq9u96nR/jZNut2mazck8L493Xes6FnOzqtb/99E0ramHvmbf6XZfXetrdiIV2o0sElXS+bP5mh4b9z8+p1knwzS7MdV9ImP6cjZJUqpNOXNRnSZx/0a3+49e63Utyc50jdPc3HD1D1NufWXm6dH18/INq0pnkFp/In5K2x6pMmt2MXtAVS1XpmTXycYjx+ax3Biojr5/q/fLu7d6fxZp8KcV0aFH9mS8eqk7rG4Oi7/7dV7fa7P+TMbajW5cv9YXffq8k7G61dfciGs+fW8ty8RJ539TdB3Ta33Jr5LWDG5j9nc3KUssrxs563sd9nqPGGY9tzZrvcHPg16/bu93Mlbul+dIRETbLOdmJc77ERGrSudzmR9k7NacU1Ovzy7dhc7p6ag3mFmcy3YHve4lc07tGl2PvtN94ja6edJ1CbNOZXHNqehVttKHk6jMub7pdP0nU/+ij7fR9Pp+qVm+5uWN7v/U6ptdv3ctY0N5JmOno87lycyPZPJknJbbXcyaII4mERHRmDE9Hc3Z/WjK5c9l7E8+M2toXh6DZBK5mPN5Pet7jUXPt9nMt81KrzPTfCVj97NYl837CHfeOYln14iIxlwzm/mdaz0HarM+FfHAP5u1sDKHwNas5W69GCedr8mcb+tOt7uIvvzy7k6Webm/l7Fs5naYs1zl9oBbvc6sevMyRrwbqc1zzsUXr2SsM+9Nrq5WMtavdLufvafnVDF7ThJHhe6gx7qt3XsAHZqPerzfBX8xCwAAAAAAAABnxotZAAAAAAAAADgzXswCAAAAAAAAwJnxYhYAAAAAAAAAzowXswAAAAAAAABwZuZzcP+oq62O1bX5arX4+mxERBYf03NfpC9Jf2myN1+wa80X/7L5utpovgBuPiAf87R80SqZQuaLcgfz1ddpGmTs8uv6mtOsvzh38/ULXU58Fn13a8badPJovgz8/jOdePsHnQv3O/0F49l8mVN9Zb2Y+k+zrv/Vta7/qKsfc9bXXJsPaL/6TOfCJx/vF39f6Y8jxvGk8+7qSn8p870PdKw2X88NN6fMhDs8LPeX6eKYzJcmk/nk4nwyX5fe6LXw+n399cerZ7q/jg9qTN2Xad0XwXXMrb3JfKDSLaLuS7LqK9e1+YpsmLXcfa3a9UkyXyJ2X+QtYi2M0H3pvhrs6uE6spgv67q1y13TLEGR1Vxs9L26tU4gtz+0ne6TzVM937L5urrbhhsxFbdP9L1WKzMX9a3ixqyTm5W+39XWfDW4M4MqqplNHleh95RNqzeP29Bf4v4qWW90X28v9Jep3cAncfgtvc6jyZylK/MF9sZ99Nxcc7U2jwdJ90mIL2/Xa90hTdLnjOGg86/qdKy/lKHYmM2sL3pOdqLc23vxyeeIKObL4E2j63G50fUQHz2PiIiT6a/JncP3BxExe4vZi13bSq3uFZFqsxdc6MPvm+Py+TYi4ou//8ni753ZW05mTl2bfWd9odtdt7pcVenYZPb3YS/WEjNuycQqcz4Z9vq5amUmXHet2/bsG09l7Pb18viMg65jY/o4mY0/n/Qcrju9zk+NvuZ40v2l1uV1t9H3Gs06mfS8L5WZ9+7Z1uRdZc4Mx3m5L5PbjMz7m2h0Pca8k7HSmXdTtdlrzTn2cHxY/L2/1Nfb3uj3KXdHnSPZnL3c/twmna/rjc6vVjyAr0w/rhv3HK2tTB9fPtF1vLnSZ87GPGMM4j3NybxTbFY6JytzBto25vDxDviLWQAAAAAAAAA4M17MAgAAAAAAAMCZ8WIWAAAAAAAAAM6MF7MAAAAAAAAAcGa8mAUAAAAAAACAM+PFLAAAAAAAAACcWfPO/zDpf1qlJGOb1ZWM3d2/Wfy9a/T1Ur2SsXEqMnYaTjKW8yRjddPrWJVlLNLyNfu2lUXm0PVPZqhK0fXovqnLrS91u7u1ruc4Lv8+i98jIppOx6pK//9APuk+OXyuL/pBWsvY/UH31/7+uPj7amumisn/POp7jVmXe/35IGOXN7pt46CvedzNy78fdR9vLmsZ6y/0vdbv6Vjb6PGuzdwfB52TU7U8binppKxO+l61ydf1Sq8JF1sdm7Pu5/WTJzL28tPlXLj9TOfIOOi8a9d6TIfjco5EREyjjlW6KyP3ut39dnlMJzPvT3uz7ta6bdsnemwmM2/yrO9XZl3Pkpbr0pgcz7OOTYNZr7e63Zcf6PXC7UeunqOoy8qsF9fPzB5m9u5upevRbc06U+m2Veb/pFO1XJdk9vuq0u1OJl2jNvuK2denWc/F8aTz5KJe7pNNq+dGU+k6duZcYob0K6VpdBt70291rXNzPi7vS3Otx/xyfSljudromDmD5ErnSrnQ64Zb92axr3ZmH1h1esPd1wddj6LH5huVrv/1g9nnzHxdVcvPH8dR178Wcy4iom/1OlSZ88Jx1Hv/NOm6jJM+D92/Xm54uzZtMwf7ZPL/7vZOxnYn3baq089xx9Br8N1pOYe2vc6RtjPntUv9HPrsPTNvKnMeNftVNm17qJf75DDofswmybtez6mrK/08v1rpPhn0FI7UP5Ox118s59etyZ9izmuN7sY46dSKMOvyPJnGXen53dfLe4d7Bjo86DFtTOO2G70/nMz+cDBniarV9ezH5RxqOvMeyb6H0fMmFd3Hm6utjDWNWZdXup7zaflZ7eLJc1nm6upaxk5FtzuFebe2NXPYrMuNOfOPD8tr3sWVvp5Jg5jG5efyiIhk5unFtR63bN633O91npxOy3u+G+vK9FXX6PVu9/pext4FfzELAAAAAAAAAGfGi1kAAAAAAAAAODNezAIAAAAAAADAmfFiFgAAAAAAAADOjBezAAAAAAAAAHBmvJgFAAAAAAAAgDNr3vUfjruTDrZJhqpBF6tzvfh7nnW12k0vY12j6zGcdEW6tJKxOpbrGBGRzXvti/5y8fe7wxtZpl+vZawK3bZmU2RsXun6X19dydhhP8nYMC7HjsMoy3SNHjfXx9VG1+ODDzoZi6L7pG10uaa9WPx9qnQ93P9uzOMsY7nokrsHXcftppWxvtXlZlGVeqVzq+11LCXdx2FCuWRdzF1yrYObzXK7U+j+2B91PVKt71XMuLkumbPOoev39Jr39P3luTP/mq7/POk6tp1ZJ/c6X1OtY+uNnsNT1vfr1svjc3rQfbXf6bW8FF2P9aWOjZPuy6Yy65PZc0q1HGvtgqFDUzb93+s9rO30DevG7G9ZJ/MwLZ8HGrO25lmP6arV+0MW/RgRMc66jtnEStJ1meblXKgrPUeTWfCm0LkVZi2cRn3Nbav3gHQ0txNbdNGXizTqHFnV5uxk5s1XyeGwl7EU+lzs5uQ8La9hJ7NH1LWeB3PRa8NhpxOiNmvDbOZrMntgL3JzLnrdftjvZKzudHJePNU51l7pcjfmrDoMZk7ul9vQnMzzkR62uLxYPm9GRLSm4JjNmmLut948kbFqeqYqIp2OOrfmoitS542MHWY9Ni7vtjfXMjYMHyz+3q70GlurxTIiVhc67zrzVD1mvZb0nd4DB/GsHBGxEl1SarNfmYO2er77yb1MPUxfHlZ6fao3Ok+ev/fe4u+l6GdXt+u0Zi2ZjuZMEDrmnmc2G52TeVpu93HUa8n+/l7G1ms9p7Zrvc4cJp3nszlDNeZ+87h8zW6jc7Iy+0MyZ+ZVa67Z69hs9oDKXVOcDzuTx9mcAXemHq5txawlDyZP2k7nwuX1cr525jlhMvlT5a2MmUfsSGbcUtL97OawejTM5uyezbnKxbYXy+//3hV/MQsAAAAAAAAAZ8aLWQAAAAAAAAA4M17MAgAAAAAAAMCZ8WIWAAAAAAAAAM6MF7MAAAAAAAAAcGa8mAUAAAAAAACAM2ve9R/WVZGxeZ5NQR1KZTlY8kGWmQ6Dvl6lb7ZpWhmbxyRjTaVjbb2WsYfjbvH3y9WlLDPOum3bta5/09zI2P1+uR4REX3by9iTS92Xx+NeRPR7/lTp2Dzp3Jrmk4y5/1Yok46tNzqWIi/+3ukiMcUoY6u1nmKrtc6Fy+NR3zDrPmka3ZfLLYtIoXM8z/p6q073yuGo+6QUPXBNrdeSOetBXa/FWiLWmIiIfq3bNkx6Lva9nosx6/s1tR7vL17c60uOy3W5vtHXe7tXczRiY8bt6kLna9PpPJmT2QPMJjCelsttn+m16eY9nT91rccmZd22KnQu9O1Kxkaz0ByOy7EPnnwgy9S1ruPnL7+QsaYxe1jS18xZrQoRc6XHtBH97PbgSDrv3P4Q5uzRmv7P2eSJqUu7Xi43m3Uy6SrGPJs+NgVLq/u/M3nS9uZ+YrwPofvxWOvYbnyQsVXlds2vjnzSY2SOjtGavK1E/iWz305HPa7uLNSbs29r8ijM+I2zzom6Xi7XmvOmmVpRd+bsqItFMufpftZ9UiXdz2kU61urG1DMsCVzr0nsjRERUet19rTX7V6tTZ9Uy/tcTrrMcadjdavreLm6krHToNuds+7n1YUudzou59BU9Fl6s9b5Wpvx3j3oNbExGVsXPfdrs8/1q+U5XJn+d/tVb/bNKptz0krHul6vJfleP+sMw/L49OZ6q8ataWahyfqc1650udNev6+ozPNYEbl80+v3Cm21lbHVSq9pJ7N3nMyeYzcW07ZhWM699z7UzyzrTufr/V4/H03jn/2ZNyKiZJ1Dg3jmioiYDss5OZgzbN2a/cY884bZ+zatzhN3rgzzjNSul685mSqOJ13HttFjms17w7151m8rPb/XW71mV6Ld5oklsnunZfpx96Dz9V3wF7MAAAAAAAAAcGa8mAUAAAAAAACAM+PFLAAAAAAAAACcGS9mAQAAAAAAAODMeDELAAAAAAAAAGfGi1kAAAAAAAAAOLPmXf/hqu5lbJ5mGauntYy1dbv4e+4mWSalWsaqot8zD/NgrpnMNfX9Hvb6mq/u94u/X6wuZZlVt5KxY84ylg/L94qIqKKTsZOMREzzQcZKLI+368d6LjKWGh2ra52i06TzpFst51ZExBTmfqKbp0n3f2vGLcooQ7e3X8pYqnS7N51u2zgddVXE/DgOOo/bTud/GnWf3D48yFhVmVxIOjaezBwQv89m3tSN7uNeT5tIWa93J939MZ52MjbNejZeXF6IiphxE3M0IuLL17cydtjrfB3NeK97vT9cbvT8WG+Xc7KSIxpxfaX3lPujy3/dx5u1ruNQdD8fRxObl+vy5b0uY7dks06WVpe7P+q80yt2REl6DJpu+X7FjFsy/w9sto7IZr41vV6fotHlXMuHebkNxewbrq+qSre7a3TepazrmE0/H3c6z3uRJ9tWzym3NtXmXHicXf9/hSS9GdQrPX5dv5GxXIkzVNH9Wdc6j3J2a4rOldGslypXIiLGUefm7nZ5vVlf6batL3VfnY5m3zdzpL8w/Z/1+XYczB4ipkIy60lT6/wxS1vEUZ9vV1c6766e6meMYdT7e96JftbHzbja6HudDrqPj6/0M8th1rErdRaKiP3rtzI2PizPnSF0f8SVvlcpei847HTMbbi7pPPupFMhTsfleZqTeT5q9aBut3ovMMfzeNiZc4Y5848HHevb5TFoil6bDua5/O3tna6HWWfqVk/UknU/9+5crN4FiDNxRETd63YPk96nxVE0IiKqTve/2QJiOOn5Pd0t1+V16BzZmueE06jvVWfdx4N5RupbvT8k825hUy/X8zjpdcu9P3D7+nhvJr55T1ZG84w9ub1qecCnrNfJ6aBj7t2Oe8abzXNVY57N80nXpYj3B9k8fMwmNprnye2F3hffBX8xCwAAAAAAAABnxotZAAAAAAAAADgzXswCAAAAAAAAwJnxYhYAAAAAAAAAzowXswAAAAAAAABwZryYBQAAAAAAAIAza975Xw4X+iJFv9+dJx3bj+Pi79OUZZnLi5WM5VxkbJiSjKXQsbk+ydg4TjK2bdeLv3eN7vL98ShjZdL3GoquY6l026pK91dVdD9X9XK54+lBlmlr3e7VqpOxWtwrIqLELGPjOMhYNrGmbRd/P510PSLretztDjI2mzHdrpfrERGRL3Rd9juTr/PyGBxOOu/qosdmf6fbdnWhx7tUOjaOOl/bditjX368nHvba13/y/XyHI2ImCq9BkXS9e+SHrfLjV4Lh1nfr9ktz8Xrra7/s07f64MrnT/dM91fkXXbTlnn3WnSsWZevt/a5N3u5WcydrHR5ZKebhHFzOHTWxlr21rGmrK8v+32et6UonMrm/Xi6lrnQsm6jru9Xgv7lRnvcXlMh5Me602n67je6Hs1Zn8uZg8e9ZDGNOg1b9Ut12X3oNu22+t73T/oPk7VnYx1oh4REate90nf6Dlw/7Dc7qbV68XG3Gucl3M8IuL+4CbcV8eghz3ynW7/fNLjrnp71l0dvVlrplHHijkXR+gcG7POicY8OvR1vxzQ3RH3r3Q/HgcdOw06x7qN7pOq0otDmfT9Yli+5nirr9f2uv8vzR6eT/qaDy91rOn1uOVJ1yUfl2NVq9eTk3m+uDVjWpk+bs3zQF5tZOzuy9cydtwt50mpdf7fvtb7dM5m/e10/VvxXBgRMblnvEGP2+60XK7rb2SZ2uztg3hOiIgoWU/iutLX7NdiTYiIlVnzVv3V4u/rlX4WKL3ux/cvzbiZ3JonfV64e6v38Fz0uX67Xm5Dasx6XXTbitmLm6SvWZv3AJOZp2nQbavF88z8oOt/t9/JmHueb83ZPWodGypdl5OYUxERXSzP4dLqMk2v14T1Wr9rKSYVepNbB/NO6HTU5YZxec2bTN7tTf6n0A2Yxfu/iIhU63l6cann6XGvr3nYLcdSpc8J241er+dWr5PT/l7G3gV/MQsAAAAAAAAAZ8aLWQAAAAAAAAA4M17MAgAAAAAAAMCZ8WIWAAAAAAAAAM6MF7MAAAAAAAAAcGa8mAUAAAAAAACAM2ve9R9+9vqljHVNkrG26/VFy/J74bZvZZFXb7+UsTFPuh61vmakWobu9w+6nOm+vlvuk+NxkGWGg65/Y/q4bjoTk6GIOeu6TCcZ65vlvpxudT+uLnRsGnTb+tWljNWDbtx81Ne82uicbKr14u+l1f+HMY8yFKtKt3t9pXOyEfkTEdFUut1XfZGxk0i9dmXmhpijERHde8t9FRGxWa1k7HDUHTaMOtabdeE3v7Fcl3GaZZm7u52MJd39MU16nuai59S60/0VrR63tlue33Wlx6Y3627X6fxpOpMLYXKy1nVpxXoRETHHcrunUfdxiT8vYznr8Z4nPTan017GLrLeA3K6l7H2WrQtH/T1Zr0/nEadryX0en006/zWzNMxHWVsKsvjM2adBy9f6fq//WM9708nPTdMasXuweTCrGMX18t9cnmhb3Z5oefbdq37pDL7+uWlvp86X0REdLXec8ay3Jduv3fztzbjLZatr5y61Q1xa8q96dNSlsevbvTYHfd6Tdw/6LlaJT1/erMXDKO+ZjLnglW/PH/yUdfjOLj66/xLldlbdma9n3Vfzgez+csmmPNtr/uqPun+b6trXa7SfTntzFmi1uvU5kKcfXWjYzD5/8Gzj2TsYr2RsSqZ57i1WRPT12UspeU5nMza5s6p7rl2e6HbVgazz5kzTzLPmlk8v9a13tvvH/SZZh71GSQXXf9Vp+fA5lKffbPZQ5JYe7tG939d6fnr/hJte3EhY32r82T3VJ/nhqMe036zPD6d6cdS6XNLMfkzTuZcOeiz734wZ99O3+9qsxzL5pwajdkfdnp/GMw8bcxz1Vh0X5ojlDyPZvPsurvT7f58/0rGDjs9No15SL170M8lMelZcH29XG611uuPecUhzwIREbPpr9q8b+mS2cMu9Z65q5b78jToueHmfdvqPtle6PdW74K/mAUAAAAAAACAM+PFLAAAAAAAAACcGS9mAQAAAAAAAODMeDELAAAAAAAAAGfGi1kAAAAAAAAAODNezAIAAAAAAADAmTXv+g+/fvlbMrZeu8vUMlKl5ffCuej3xdncqtK3iirpgm3b6fvlLGOpmvUNQ5Qr+nqnk47VtW5c35tOcX056/tVVTKx5fulD81Yh75e3bQylsz/HaTKxJK+n72mKOeudzwOMjZNOkdyKbqcGZs86VhT9P3a1XK71TyMiGhbPaZNYyacsV7r8b7YPm5MK5ELbav7eNXreW/zx8Rms168fXsnY7VbvGJ5TKdp1NerTf6c9L2mnc6fcZr0/cxctG17xHxzeZeSidVuDVrpmNl0huNGxnZfLPdlzq4fdR1z6HJtp8td17pth+Nexw63MrY/LZd79VKXeXN7L2PTeJSxqtNzeDR9Umc9vze97q8Prpbv19W6Ho1Z5zcb3f/dVudWmc3ecXTrvF5fx/3yurCpdB7Xo77eyqzlY9L74lfJsydfk7Gu1+1vO7OmNP3i71M2Z4JB5/ru/kHGNmafe3J1LWMRui7DqMf2OC7XM+nL2TNINmdmV8e1mQfFnK8avTTEnJeDq5WeP+7vX1w9wpwPNxt9v9nkUF3r9SaJAToc9Dljvz+Ye5l1o1/O/4iIo9mTxuNJxtZm4FK9PAeSefbYrh73PJPcub6YM5v5Myl3hur69XI9xHNaRMQmXclY3+n1Yhz0Pp1N22bzzDKb/spivk1H3f/riwsZc/Pt9hOdd9mM91zMgmHOsYf75f5y7xUmcyZw7wHabitjw6jn4njSe5gb7xCx3V73sdsgSrmUsVWn5/DNtc6FO/M89nY25+Ld8l77sNNr4YMY64iI4aAn/jzreb/p9Li1ZXlNiIi4vNS50IlnJHMEj02j14vtRtdjNu8q3Duhuug+acU6HxGR2+W25Vnfa93rdbJrdf/vvtTPOu+Cv5gFAAAAAAAAgDPjxSwAAAAAAAAAnBkvZgEAAAAAAADgzHgxCwAAAAAAAABnxotZAAAAAAAAADgz/Rm//5wPnv2qjFXmc5LuK9NKa766XT3yi+juq5a1+Zqn/1qs/lSdqueczRcXxddsf1o582Fa+0Vb9yX1ttWpUdfLfWm6KqZRf5XQDFv0K/2VveK+5mm6K4uv3EdEZPH10OwuGLoBrtw06/FOZt6UosuN5prqI5rFJFBrvsjdmBxpzBx2K8KcdH+5uViLNch90LlyX/E1fTKaeZrNF5FX5mu3ybStapb72fXHZL4Sr76aHRFh0icidC6cTvp++91Oxg6n5a97n0wdXdsGE3Nj4xwH87Vh85VcNYXd3G5bPW8utvoLuW697lr9Jetk9tO60l8kXVfLXwX/tW/qL9ivf8V8wb7RudyY80Vj5vDKfI3erU/zvJyTbr9P7ivdZrzdvp6SWbzM3B8nna/tejlP2k5/PXdtvjjv1vJsvrr7VXJ1cS1j6yv91efafCFYfaV81B89j7HR+ffkw+cydnOt5/HKfNn5eNKVacUZMCLiMCyvN+bYItfKiIhpdOc1vbbZc3GlK3O51V+tPon9parM16Bns27obowwsc7MV3cuTu55QKzBnalHW+v+nyZdj+PJldP73DDq+ldmvHf3y2t6El/qjogQx66IsEMTlVm369rs0+ZL5O7kMk/LbTiNy22O0M85ERFtre82nNyBWu9Jw6Dn22qjxzuJdeZ40nvcOJgcMT2Zkh4bV//JnA8nsweqOXAS62dExOHhQcbc83dlxmY0D+CHo94DJnPOqMT5anc8yDLu7Ht5qfdZd3YcjyYnR/Pc2+g98/3nz8TvZgBMHmzNO46u09fszZnfze9Vr9eZYVoe79asaeuNrn9lFuVx1nnednoPzmYOD2bu3O/vF39/blbzm+c3uh5mTfhsr+fGu+AvZgEAAAAAAADgzHgxCwAAAAAAAABnxotZAAAAAAAAADgzXswCAAAAAAAAwJnxYhYAAAAAAAAAzowXswAAAAAAAABwZs27/sMPP3oqY/NcZOx+t5Oxu7cPi78Pp0GWmaZZxsbhJGNd28pY09YyVnTToqr0e+30mDKqUETUja5j27zzMP7n6MZ1SfdXK/pymvXYRNLtzqHLHQ46F3LOMlbXrp91R9e16GdTpl/re63WupybN7notiWZXb5Pdrv94u+jqcfhqPv/TlwvIuJg5nAxdTRViVJMu8VEnUezXph8dfN+NuWmadLXTOaiukuiyMqY6xmVmRttq9eSptb9X5k1qFNzKiK6brnc9Xoly5j0t//TmMyciqRjvdk7ul7H+m455vtY95Vbtx61poXfj1x+zdNyf51GPe9Hs3cPZp6ehlHGdgdd7v5Bnwcq0yeNmB/rVS/LqD0xIqIzc6N34y0jfg67dVLlid0vK9NX5lzS1I89l/x8Wa0vZKzrdCwV3adNvzwOedD7xzQeZexo9qQvj29kzG24h/1BxmqT0+1KzAUzx80RMC62WxlrWj0n3V48nfR6P5k1PULcL+l5MA563MxUja7We+BRL21RmWOBe1Zo0nJsZ+qf9dIcVW36sXrcebpt9Hgnc2hru+UEO066zN48u44nPQDzrDvF5WQ2+2M2Y9r3y30yzTrHB5NAxZyFTgedC25POpkc6td6TFWzXX8k83yRZ93/m7VeZ9qVnou12andu4Wcl8d73ekyq6uNvpfZi2fTYbU7j7p1vu9kbH1xufi7eQ0Qrcmf7Ub3v3qujYhozVo+D3q+td1axorok4cHvV7MJ53/w0nXfz7otWQuemz293rvPjR67vdi767MWa4OPTZr8XwXEbE/6XytKz0XN25/Xus8f/Le88Xf3Vqy3eq1af+gx/T7D9/XF30H/MUsAAAAAAAAAJwZL2YBAAAAAAAA4Mx4MQsAAAAAAAAAZ8aLWQAAAAAAAAA4M17MAgAAAAAAAMCZ8WIWAAAAAAAAAM6sedd/+OT6Wl+kqWXso/RMxoZxXvz9dDrKMg+7vYydjid9EncwZQAAKzlJREFUr2GQsbZpZWzORcaiZBlKafn3aZz09Sr9nrypdR+3ra5/XYmKRESkx72XP03L7R5Pum0n0+6jGbdx0OXmMG0zw3Yy9RyGcfH346TLTKI/IiJK0XWcsy6XTUzNm4iIpBIvIsZ5uW3J9FUywabrZKx+ZC7XjV6S6krXRd3NVCPaxtSx1XVcdW6+uXbrWNfqdrcqZtK/qXT9K1OPZCZOKSYXTLsrNwgiX03TIpk1zVTRKmHWcvP/l26+VaKeroqDWZvGaXn+/qQiOuT6v3Zz0ebJso1Zt1z+FLPPzrNZJ824marEYPaVUaz12dTxJPaNiIjDSe9vbu92W7cr19nY8lrSmPWnMvnvzn5uTn2VXF89lbH3P/qajHWrjYxN8/J59P61Pt8eH3SODUd9vj2NOv96szZs11cylk1ytuJcMB70uX7/9kHGhsHtLb2MrTe6/kOr5//upPN2zMtnr5L12GTzPDOb82F10Oe8oxnvYs7a7sifynK5/YMeG7VWRkRMSa9De3Pmb8w5L0bdz+48Xct92q1fuh5u33dnubWJhYmN2dyvX54Dl+Z8HkXnlkuS1VrPN7MVxCzmTUREt1rJmDozrDqzJ5k17TTqHOla3TZ3TorQc8A9z7TdciyZc8Y46nlfN7r+7tRZ1zq33PPfMOi+rNrlMajNO5NscsSd5eqVXmfcM9eczNnX5EIS86qddf3rta7jNOlzQhFrckRE0+j5PWy2Mub2nFKJdzt7cy7Z6bU8DyaXzaC25uyo5k1ExMrkQq7EmevhIMucTvcyNp30XNxeXMrYu+AvZgEAAAAAAADgzHgxCwAAAAAAAABnxotZAAAAAAAAADgzXswCAAAAAAAAwJnxYhYAAAAAAAAAzowXswAAAAAAAABwZs27/sP/z9/6voz1/UrGuk7fokqiUrV+XzzNs4wdjkddbtTlxkmXm7MpN0wyFmm5DUdTx+Nhr6+Xiw7pUtE0rYylxoxNpcdA9UkxdfS11OVK0bFU9DWTqX9T1zLWtsux9brTZRp9PVON6MS9IiJWvb5f3+kxrc3caerlCVclMRHD/8/NY/u4Nv3lMsj15TwvlyxmvXD3qitdxzD95a7aurmoFsOIKOKaWbQ54qdUUaxNPymnrzlPui9dDrnK6Lbpue3WhDDVcPVPpk+cyuSJGtLKzNHWrMkl6zUhmz5xa4Kb4cWsr7Wo5zQ9btz8lDJtM2uJquNPu2YpYn8zaTebdcbJpv8nk6+uL83UidO4HLy9v9f3MhfMdu/W9fgq+eJHL2Ts/m6Qsc16K2OHYfkcOB5GXZGk83k46nJ10Tn2kPUZ9nDSbRsmPbhVvbzPHe8f9PWOJxkr2axfRS8cTW/2cGPKLt+XY1UxzwKzjrl9pyRd/9Gss3Wt86Qz62XXLNel63tZZnVxpethnz107GKjnyeTGZuYzBwQ7e473bbKnGEbc15rGh2zj0hm3JpG7/2Hw2H5XmZtzqYf3RnQPXtksW9G+GcFdx5S5+na1DGZZ81s1sJhMLnlxrtdm2K6XL9aHtPDwbyPMG1rzHnH9b/ry2z2h6YxZx6RC+oZNCKiX+t+TO71QdLrxWzWyb3ZM90NazEGvWlbZc55W/OOrG8vZayYnKw73SduCVJnzq43+9Ss+3E46Vh2z4Uml/dH/Z5sHPT9qm65DZV5x3fc6zPQ8bi87kZE7B70efpd8BezAAAAAAAAAHBmvJgFAAAAAAAAgDPjxSwAAAAAAAAAnBkvZgEAAAAAAADgzHgxCwAAAAAAAABnxotZAAAAAAAAADiz5l3/4Y+//J6MnfaTjG3XT2Ts+up68feu62SZrm9lrG10c/o+ydhqre+XKv3uuq70Ndu6Xi7T6OslfbkoedbBKDoyZxnLOhRdq/t5vVkt/t6bMqYbrXky7S663ZUZmxK64ZWoaJV0A/Ks65HNuNW1ya1mOX8iImrTmckkURF50ohc/dMryshk2pbNuE2zy2WtNvWsetEnZk5Npo456zGdzZyyzNi4uViJdnetvp7Lf5XjEW4licitrqTPIc1MYVdKRtwaOpu8s+uMUbd6z6lE8rn8d+NW12a7Nh2ZTczl8jgO+nYiYbvO7AFmbFxOurVXzY0In8vF9MkwLp9nVJsjIhozNmrdjYjoXP1bkyfmfnZ+i6q4HHFrqNv7xkfOqZ83P/r8UxP8WIbW262MpdXymbOb9Vn04vJSX8+Medv0MhZZz9fVStc/ks7bfr18PkxFl2nNuXg6nnRsHHXM5HRr1il3ru/F80ffm2cW07bZ1H8uuh5z0fUvle7nxp2L8/K6N0/6+S7bVVbfqzHPeH2j2xbJHJQmHeu75TkwmbbVtXm+cM9cRV/z7n4vY8Ogy61Xa12X9XLMpE/krPMuzzrm5ulozhLuudedh3rxTF+15kxg8k6tTRERuwe9zgxmLVmv9PqazLNm2y7PU7OlxsXFlYx1rZ5Tk5kbD/udvqFOybi40O3O83JBdbaKiGhafb2+Meuree9wGPQZNrU65pa1JNbQvtb7ZXHPvMWsWxs971PSZ8DWvD/IoetyFM/0ddbz7XQyzx7mbz/r0HVMRbft6YV+p5jM/lDq5XXt5unXZJnxqc6Rt7e3MvbqxX+xsy9/MQsAAAAAAAAAZ8aLWQAAAAAAAAA4M17MAgAAAAAAAMCZ8WIWAAAAAAAAAM6MF7MAAAAAAAAAcGa8mAUAAAAAAACAM2ve9R9Wmx/J2Deef13GPri+kbH3rt9f/H3Vr2SZy62+XoksY3PWsaaudazRXTTN+ppVSou/51JkmTAhF5zyrIvpKto+2R8Oupxod550PSrTj+Mwylguuo5938pYXev7udgwTou/H0/Lv0dEjKOu4+l0krHJjc2s+3IwBU+mL1Ms52TX6v6oquUy7noRPpXn2dVRK0X3yXbTLf7+3tNrWWa90etMa/K1mJzMWbfc5XJ2a4kYg6rS61YxI1Cbcm4A1Jr207hcVpdMLu+S+f9EU8W+d/8PqfvLDFvMZu1V7a5Mjsxmbh+PRxkbxboV4eeUC7rh7vt+8fc8m5nvut/czKedCbqt1oxBXS1XtJg8VntiRNgGuDUtuYYnXf9kGl6l5bnfdWZNMH1crXS5bM4XXyVNp88Zq4utjF3d3MjY9c3T5TLbK1nm6aWOVeYMWwYZitnMg9XmQhcMky8i1Jp0nsy55bR7kLFezNWIiDHra0atx/R+p8++eVy+5jzqMmMsn00i/DnJPSqkRvd/3ej7NWbvH0/7xd9nM//dM8RongfGve6vk3n2GAadzCXrXFj1y/N0t7+XZZpaD0DX6Xs1dt3W5Y4n3bZXt3fmfsu/Xz/RZ9+Li7WMba70vG/Mucw9h2aTQ8eTPtesxDm8qnU/urWwW+kzf6TlM01ExNZcU2ypERFx2O90UBws151+9uh6Pbf9WUj312at+ySF7pPanEGmcfm5tzLrbtXqtp0Gfb7dmbVkmtx5VPeJfQ4Vz6/FzO2u1/PNSWYtb80eUD3yWVOdK7M5+3adzp91p+t/OOh3I6nott1c6XOQ2p8jIo5l+X7Pn+jr9ebs94mp4996+GMZexf8xSwAAAAAAAAAnBkvZgEAAAAAAADgzHgxCwAAAAAAAABnxotZAAAAAAAAADgzXswCAAAAAAAAwJnxYhYAAAAAAAAAzqx51394e3opY0N7kLFPv/hjGbt+83zx9yeb92SZq/VTGdvWNzL25Gr5XhERTdPLWN+1MubkUhZ/n6ZZlqlS0tebs4yVWL5XRESq9DWj6Fid9Dt7dc3TcJJlvvjytYzdvtX5sz+OMjaMut3DrPt5Nu0ex+X7ieH8yfWyudcjx62YG9aNmbamnLqmq4cLRdFtizC5bC5amXIul1fdcr5+9PxKlvnOL+g14b2nNzJWVWZumPo3dS1jxcy3SeRyzrofs8n/qeiYG7e2cfXXV6xrM6bqd5PHedJrQqrN/zWa/KlrM6dM21wuVNVyf9WVWRPMfOvMOjMOuk/s/mD2nOoRe0Bl+rhp9F5amXEz3e/ngOkvN96q3Wm1Mvd63Ji6dT6beerKuf5SuTCbc4m7V2X2t9qsd18ln/7wExlrW51H/eWtjF3d3C3+ftnqHHvy5ELGLjeXMvb0Up+Zp0mGooj1KyKi69Yyps5Qr94utzkiYjo+yFgyOdZ3nYy500mz0mf+QdQ/IiLPy3PhYM6p9w+vZOzt/c6U0+fiaTZnoV73yWQG/HAQ97PHQx00w2bHJsxa2piz7ziZiqblPjkedP+3ta5HlXTsdBr0NU2+JtOX7uzYithHH70vy3z4gV4Tnj65ljEnmTq6/b0UfS7Y7Zf7Mpn+7zpdj4eHo4xNRdexX+t1OcLsndmcfUUuN8mcCQZd/3k2fWzOcr09l8mQXAsj9FmvbvW6604uh6Lbnae9jLW9vmZn3u24tqk+aUzb3Lp1GnT+NOaZ63Kr7ze7Pcw8P1Winil0PcZRz8UHs7+Zo3uklb7f3Z1eX0+Dvt84L7d7OurruZz87MvPZWx7oc9j74K/mAUAAAAAAACAM+PFLAAAAAAAAACcGS9mAQAAAAAAAODMeDELAAAAAAAAAGfGi1kAAAAAAAAAODNezAIAAAAAAADAmaVSSnmXf3jzvHvUDXLOJrZ8a1elrtb12K6vZaypWxkL0wMpPapYpDAFH3FF1Vc/T1wdd/ujjI2TzpFi+sT1sRu3qtb/H6FyLyVdxo20q78vqfvEtbu4PnlMNX5K62Tk3ZaV//+7mYFL5n5tWy/+vlnp9aKqlstE+Fx+bNseK1WiTx5ZDbcm23q4SeXyJLk5vMz2sYmlSs/TysRc/f0a9BiPK/XYAXelXD/bPUyN6SNz0q2vj90D/Prk6mIu+QiPXS5cPdxcdGMqI3a6ueu5gjr0Jx//WAd/zjz/8EbGTuNJxvb7QcYOw7j4+/VmLcusVr2M9anR5Vp9zYeDrn9pzZw0W0i3Wj5rd43eb8X2HRER81H3Y0m64DjOMpZafS6YxuWxiYjo+tXi73PW99ofDjI2iDyIiKgaPabDoO/X1mbhmHU5JZlz0mzWhmnSsbrVz2PF1LGpdV3888ByX46Tzq2+0/eqzZlmMrkwjmbimElVmfV+I9aFyws971Myz1ym/6dHbvCdmW+12ftPYi5mM25mmYk863Z32wsZM8ViMHUJc9ZOYp6mPMkylRm3quh+nMw6WUy+uvN07c5XtVi7TB2TmdudO9ebAZ8n3ZfuuaSYcm0v9mGz3mXXV+b9R2r1HrDt9Bo6m5wspp4lLV/Tvn9SYx0R+51+79N2en2K2rwD7HQuNGZfOc3La4k55kSb9NyYs967/+Jf+csy9m/+W/+2vuGf4i9mAQAAAAAAAODMeDELAAAAAAAAAGfGi1kAAAAAAAAAODNezAIAAAAAAADAmfFiFgAAAAAAAADOTH9O7T/n7Uv9BbJz2of+iuxtfHnGmgAAAOCfVLvjQcaK+VrxbL62PIzLX31+Ux5kmc58hbnK+ijfV/cy5r4gX+nbxeGo2900oi7my9ruS8vZ9GMU0/+6aTGYL5/nvPy19IiIvlnulMp8UbwU/ew0ijyI8F+YLqZtOfQ169BtyyIXknlMnMyXzcdBV7LrdduSmVMldC60lR6Dulpuwzjqr5enWvdVZfrRlZtn1zYdmwaTJ83y/S7W+qvnp0F/LX3Ouo+r2sxT1zbdJVEl9xpi+Zq1mffFfEl9mnSs7npTDzOmJiddn+SyXK4xeVxVZi0061ZqzDWTjo2TzhOTJrLdjcmf2YxpnXS52rRtGvTaW8yfJTZinY+I6NvlfJ1Oei3JbsHWzbbzrRNrWkREnnVdisnlqLrFn48H/d4tzHrXmkNE1yzfKyLiYPIumQ7rV5cy9nC8W/y9yiYRkm73qtN591//639dX/Md8BezAAAAAAAAAHBmvJgFAAAAAAAAgDPjxSwAAAAAAAAAnBkvZgEAAAAAAADgzHgxCwAAAAAAAABnxotZAAAAAAAAADiz5mddAQAAAODnzTxlGatq/bcN3aaVsaurzfL1Si3LlEbXo0v6KN9V+poxHHWs6Latt/qa2223+PtxGGSZ/YOuR1UVGetb3cdto+toH3xMd6UYF3+fx5OuR6vv1ja6bVF0f83TLGM562um3uSJCJUki8SsUzJMFaMqy/0YEZEn1yf6hskMXCtSuarM9Uw1cjF97P7cyfRXMv3syy3XpZ10H0+zHhxXjbbW+XPIJidNLjRmnibRz4Ndk10L9ODMk55vkdyioO+X4s++dlUmf2Yz4ZJJksqsCcXsYVXS66taC39Sbrkubbu8N0T4tTCbtbA2+0MxY2OmcGRzzSGm5XqYvaiaTY7rakRKeuIcRt0nlUmi1oz3nMU13TppFryu0/3YVm590vc7jMv9HxHRr3oZq0S+to3OyWzGbb87yNi/9j/+H8jYu+AvZgEAAAAAAADgzHgxCwAAAAAAAABnxotZAAAAAAAAADgzXswCAAAAAAAAwJnxYhYAAAAAAAAAzowXswAAAAAAAABwZs3PugIAAADAz5vTaZKx7AqWpENRFn9vzZ9KjKeTjLXtSsYqXY0oWd9wKrrd46DrUjfiscJ0Vik6WJa7KiIiTsMgY1Wl22ZCEUnfUIbyrK9XWhmqa12RknWfVLW+nbumk0VH56wTaM66r0z6R551fxWTd02tH1ndXBzF+BSTXC5/1PyN8PNtMGOaki5Y1WYtEVUZplGWMcMWpvqRRj3fplnfrzLjNs0mz0V/leLyR18vm1iYMU0uZvqymN5U4zbPOv9T0jlZNzo2u1zIekyTWWiqWseKmDt1ZfZSl5SPzNfWzBuTdlHMapKH5Ta0tV7nZ7M/mFS2yTWMumDfdTK2Wuk8GUWeJHvQ0X28P5j92c0Ns785ZgmKYVruy67ROekOH5XJ5X/j4lJf8x3wF7MAAAAAAAAAcGa8mAUAAAAAAACAM+PFLAAAAAAAAACcGS9mAQAAAAAAAODMeDELAAAAAAAAAGfGi1kAAAAAAAAAOLPmZ10BAAAA4OdOKSaUZKyu9SXnrAKzLLPq14+KVaaOw/wgY3Wj/26jrkzjHqGudR27tpMxPTI+mNyfpJhyjRjU2gx2Nhesiq5I1ejHsyrp+81F51ApKvFcs13+6+tVla7/bPI8XGqZPCmhY0lUczJz280bp65MciV9P5cn2eRklZbrOWc9Nqar7JwqJl/dRd06OU86F+p2ORkq049h8t+NaO3WGdHHPwmaHDL3a8QilNwImLbNo45VZn0qbn+bJ10Xu4gu32+cdE5O5l5VpcemrlxujTKW3bjVeu0qYu9z9TChKGbBq+uNjO2PBxnb7Y869mDuJw4mtdmLXD+OJifXva5HsjNV551ZSmIQwdHU321FVaOju4d7U/Kn4y9mAQAAAAAAAODMeDELAAAAAAAAAGfGi1kAAAAAAAAAODNezAIAAAAAAADAmfFiFgAAAAAAAADOjBezAAAAAAAAAHBmzc+6AgAAAMDPmynrWJV0rK5qGcvV8kWno77ZnE8mpitSFx0rc5Gx1VbX3zQ7UpqX71X034GkpOsxlsHcTZcLM27J9FeVdGyel9uWzJ+4VPbvX/7s94qImLOOuX6uXUXLcoeZ9Imm1jlSmbZNZrxN99u8y1lfM4s8KSZ9fEwHzbBFmHa7PDFV0R1mOqtyeeDvpqvxyCsW11+iYJ715HY5rrM1fOI9lsuTJNZzs26ZZSsi64JVo/ukqkzeuT4xa1BdL5erTdoNkxsdM7dNux87Byqfscv1MHlcTEWyW8tVjoSfA615s9eYQ0vdLMfceueSsl91MlbcepcnGetq3TizBUTO/eLvoskRETG73DJ9sr241OXeAX8xCwAAAAAAAABnxotZAAAAAAAAADgzXswCAAAAAAAAwJnxYhYAAAAAAAAAzowXswAAAAAAAABwZryYBQAAAAAAAIAza37WFQAAAAB+3jRVkrG6rmWs7fTxepymxd+ruuiKzPrvKKZx+XoREVFnGUqNbluZTbuTvmaTltsw6yK2j+eYZazoUFRJj00qup/zrC+aY7kRTd3qioj+iIgoYWKmv5JpW22uWZmLZtGZlfn7HXe9qtZj2po8T0Xfz7WtNffLolgpuky4sXHFDDdulZkDrp61aHflKmmWmZ8SlLKZi8XMt6rSfSLrYtambOZNNpWcTbubyrwqMePm5r4a79SYPcXlpJmnSaxbERGRTTmXCiZYi+5ya4naNyIiZrN5NGYPc+OWzdo1z3o/TdVyudrMbdeNjSmn1uSIiDLpdqdO3691+arqEbrMZPbLyuSWW0TnYZCxZtKNc3leJ7FOJl3HnN35SLd793AvY++Cv5gFAAAAAAAAgDPjxSwAAAAAAAAAnBkvZgEAAAAAAADgzHgxCwAAAAAAAABnxotZAAAAAAAAADgzXswCAAAAAAAAwJk1P+sKAAAAAD9vqirJWG1iJRcZy/O8+HvKWdcj6XutopWxedL1GCZzv0r/3UZpan2/tHzNUpn+0KGYim73rEMxFt22xvRlqXUsiUem5P7ERVcjTNPsn83UuvujrXQwV268RaDowTEhO6ZOLstzIyIim/kRIu8iImZRrpi5Udem3WZuuPUiws0Bk5Mml6uyXJeSzAC4/LcDp8tl1zYzbuOsY2p9TWaOqrGOiCim3bW5puuSMuuguV00zXKwhM5/y9zLreWunJmKtuCo5psZm1TrOj52TLNZoFysuIVNtHtybXOLeWXWOzM3kltnTPWPw6CLiVxuci/LVG7czPmiNm8fkzlfhFvXQpdT0zuZ/bK4DdrsD9uLS13uHfAXswAAAAAAAABwZryYBQAAAAAAAIAz48UsAAAAAAAAAJwZL2YBAAAAAAAA4Mx4MQsAAAAAAAAAZ8aLWQAAAAAAAAA4s+ZnXQEAAADg507RoZzzY4pFSvXy9WLW15snGZtj+XoREcOgr3kcBxmran2/cdJ/01HKafH3VHSZptKPIiklGYtKXzNPut2uXBQ9cnNZHu+UdB7U5la1qUcxzfbJZepv8jWSqoupiAlNs5sbuo61+XuhYtpWuTEV9XTz1+VBNnOxNDqXi7lmcuM261hp9NxX6koPXG0SNmdTR3O/yk0Cl+ciVsyaULKOVabdOv8j5nDzxuSJGe9xXq6L6w7XjS5fbUFTrGSd5zlMTNSlmDzuOlMP08e2/930Ng1PLk/ECLkquvmm9pSICFeNptbrzDSOMpaSnqmq3cVkpdufs3nD6Pq4ynpNc31SubOCOCO5dcscWSLMOrN7+JdNwZ+Ov5gFAAAAAAAAgDPjxSwAAAAAAAAAnBkvZgEAAAAAAADgzHgxCwAAAAAAAABnxotZAAAAAAAAADgz8800AAAA4L+i3FerJ/Nl59p8ST2rbwG7rwpr06y/LVzMl9Tdl51T0rHGfP14FF/rdl9vLuZvRCbZVxGVGZsmma/Vm252X+vO8/IXtJvWfEW6euTfv9gvimvDqAu6XFDVdB97t2PqYu4j90n31+w+s25U4qv0TatzXI11RPyUTjHF3KfbTcHKlCuyT3T9TRpE9cgvsLuXCY8cNsl9fb2Y+VbMuLk+iWLuZ8uZoOgT97V6lyPug/R5MmuCXU1MToo5FRExp+X7TeMoy0yTXuftXJzdmOqYu6TNBZHMbi9ys6My4103el/Jpt2ziYXbF0UouXXL5J3rk9kMgJ3fblnOy2ePiIhRNM4uyaPJSVPH/+nFv2Yu+tPxF7MAAAAAAAAAcGa8mAUAAAAAAACAM+PFLAAAAAAAAACcGS9mAQAAAAAAAODMeDELAAAAAAAAAGfGi1kAAAAAAAAAOLPmZ10BAAAA4OdOKTI0Zx2rTGycpsXfc0r6ekn/HUVXzzJWal1umnUd83CSsWGqZSyJNlTm70Bc20qj75VNH89zljH7JynJjGlR46PHTRYJm1pWVZn+z+aGtt0qoCuZzLg1lekTc013PxdzpVJezgWXPznrOVVVOrdq0/2pmDlg+isa026RRMkNtuksM2tcmkdTtyamr1rMfMti3H5KLSW1Nv0k6Eqa9clMcHdJWRVzPZvjtv6OblsyOWnbJn7v2k6WqWu9ps0yDyJSZdZr2ymmbS5NVMzspdM86uu5Ps6PWrDDbPkRupvlWuL2UruH1W7d0uurG7WqNq8tk84v1ZfF5ZbZ31wX/6sP9yb60/EXswAAAAAAAABwZryYBQAAAAAAAIAz48UsAAAAAAAAAJwZL2YBAAAAAAAA4Mx4MQsAAAAAAAAAZ8aLWQAAAAAAAAA4s+ZnXQEAAADg502q9d8v1KnW5VKRsabNi7/P0yTLTLOO1XWSsSrp+re6+qGvGFGZPsmi3Vl3R8xluT9+2r0a0+5i7leZxqXQBStRUNc+Yp51LJt7hekTl3fZNdy2bbmfk8mE4gbVqN0AuC5xbbOXXC43zrqPp1EPXJPNvO90PWbXXyaJ1Nj86R0Xf7VpYLhiydRxjFHGsinn1lfVhmz6MZnccmuaW69LMdd0F3VzR8xvk5K2/nVrXueY/ClmfTLNtutMieWLpkrX8ZFLSSQzAHYldOuMaXetRsHUIz12MhqujmHmlL/ocj1nu+6a85GbN5W+ppsDjRnVOun8mvPy+uTyLpm/XS1mvfifXPyr+qLvgL+YBQAAAAAAAIAz48UsAAAAAAAAAJwZL2YBAAAAAAAA4Mx4MQsAAAAAAAAAZ8aLWQAAAAAAAAA4M17MAgAAAAAAAMCZNT/rCgAAAAA/b/I0yVixJXV0Lnnx92EcZZlp0tfr2k7GqkrXfxyX6xERMdZJxtq6lbE5L19znGZZJmfdtrHRfz/S1jo2m2tWlS6Xzbip3soyElFMktRJ93FKrh76fi7v9N0ikqioytWIiJz1mLq7ZdMpLhauv8yfGakrpkrfq+n043HX1Loepo5qbvwkZuZApcvV1fL9srlXMfeKWrfNJdA8mzxxQ1r0wBWVk6ZttVuVTf1NmvtJ7HLS3HCel6/p+qoy610xa5pr22zalorrMB2qquUcSiJXI/RYR/g5VUxsynrvm03bilnWZtEG07RIZmwqs88ms6hlkT9/WtLENJVDrbneZHLL7aVto9dXlwt278v6/JREuWL2ANvDZp38V/+Ve1Pyp+MvZgEAAAAAAADgzHgxCwAAAAAAAABnxotZAAAAAAAAADgzXswCAAAAAAAAwJnxYhYAAAAAAAAAzowXswAAAAAAAABwZs3PugIAAADAz5tSkozlXGQsVbpclLz4cz3Wukyr/46iCn2vlEysmPuZv9twfXKaRJns7rXcHz8J6XpMkyln6hhFj1uV9P1UV5Zi/sYl6Xs1re6TqupkLM+ikyOiVPp+2bRb18P9/Y7uY3enedbj5nLL5bkj54BJyfzI1HItT7W+oRua2QTVElS5v7syOeK7WAdrmyea68s8LwfNtIlk+t/lpMvzujY5aS6azbqWxDrTPPLP5eZJrwnZ5EJt9qniktKMWxL3s1uiuZVdtUwCNS4nXd6Zua9UZp916/VsOqW264VZE8y+mEyCybXE7SlmdFxsnnU9ZreGTqafzXwbTsuxqdJj404s8zTL2P/sf/4/NCV/Ov5iFgAAAAAAAADOjBezAAAAAAAAAHBmvJgFAAAAAAAAgDPjxSwAAAAAAAAAnBkvZgEAAAAAAADgzHgxCwAAAAAAAABn1vysKwAAAAD8/EkyUps/bUip6GC1fPSesy7SlFnGSjb3MqG2rU05XXCaJxlrKtEppm2l6KDtR9PuWtXjJxfVlzQdlrMqp8uY2sc86TGdQ8fc2CTTNifn5TEoxVwvmUE1/e/6xOVyNhNkrlw91c+6zCz6IyKisn2s6z+7+7kp7GJ5OU+KuZedGuZes1ugJjMXG33DytSzVMvXdP2f7d+bucwzpczguPXC7R2qCa4/slknRVdFRISdwm68zVx0M0CtJZWdo6avXI6YeqRk1iC35zwiTypzr1TrfdaPjdvfzLmkdjlk9qppeV/Pk6mkWH8iIlJj1iB9RXtWCNM2py7LY1BcX5n8d2vo7uFffud6LV77v1BpAAAAAAAAAMCfGS9mAQAAAAAAAODMeDELAAAAAAAAAGfGi1kAAAAAAAAAODNezAIAAAAAAADAmfFiFgAAAAAAAADOrPlZVwAAAAD4eVPVJjjrUF3pv3uYy/JFqxhlmWGcZCyZOpai69FE0QWdWt+wapYfK/Kk629CkUuWsVT0AORwA+fup/skpeVYFUlf0IRyNv3vLumK1aZg0bGqWr5onvXNisnx5CZOo2PzrMc723w1bRMhM9RWMQUrdbOIKGa8K9OXrp5FjFu43HJ1NDlSN6aOJk9cVVxQ5rkr49pm/hYtmdxya0Ikfc2sUzmKWNfq5Ca+jrk1wZXzfWn+ds+0Te19xcxRN6eSKVfXbt6YtcTOfdPPIuSW3brV651r9zjo/U3tRRERlcsTl+ezKufOMrqOammKsFtR1KYzS3b7ui6nMiGZPM5ufzMN+DcuLvVF3wF/MQsAAAAAAAAAZ8aLWQAAAAAAAAA4M17MAgAAAAAAAMCZ8WIWAAAAAAAAAM6MF7MAAAAAAAAAcGa8mAUAAAAAAACAM2t+1hUAAAAAfv60MlI1WcZKJB0ry7/PRf+txJwmGauTvtekQzFPs4yVWVQyIpqi2z2JdmdzL9khEdHUtS5m2p2qx/3dSWX6q4Sup2bywJTKs+7jlHXJYspVte6TlJb7uar19SyXI67+JhfqpOtfNzpWRArlyfSVjESY6sdkx02Xcw/jJs3D3O5R9UgmK83QRDbrhUmFyOaiWRRMZk6Nox65yXTkaPq4Nu12c9HlSVFBk8eVW0tM/fMj51uYMXVJmc0+JuthcqSYAUiP3FdMd0Vym4AIzS6PB713uz1gKrpclXW7q8r0ibljpfZMs+6W7BYgcz6azdnDLXjZnJHMNcdxuS5DbfLYNG3Sx5L4Hz3893XwHfAXswAAAAAAAABwZryYBQAAAAAAAIAz48UsAAAAAAAAAJwZL2YBAAAAAAAA4Mx4MQsAAAAAAAAAZ+Y+BAkAAAD8V9Osv4yczceD3deus/q0s/sifavvVSf9ieDivrJuPumuvoj+k4Lu8+zLP7sPLde1rn9K5svaST/CmC4J/01u01/ikclUUX99PSLCfFm7uOQy3AfRXV3kl8jNWLuvZ2eXW+5D3i7vzBNrSaac+Kp4cfdyf7dU9Lil4sbNfKXcfZ7dBBsxBqXS9zIfWfdc2x4730xOqvlmv2VvctL1set+OwceOd51tTwIj5v1P+Ur92YtKWYyJrOI5mz2RTGvXN65tcTuU6ac3zt0ZZLLBjHeLn9mkz9u70iVm1Quz82YmiuqhdntG9kt5mZsqtokg8vXovMumXNEaZbbkNwedjR5Z6q/vbjUwXfAX8wCAAAAAAAAwJnxYhYAAAAAAAAAzowXswAAAAAAAABwZryYBQAAAAAAAIAz48UsAAAAAAAAAJwZL2YBAAAAAAAA4Myan3UFAAAAgJ8381xkrDIn6FSZv3vIeblMq8sUXY2oah0sc5KxVOtY5FmHwlxTtLs23ZFC1z+bWDKdkpa7+P93R6nSsSot36/Ye2l1rROouIsm3ZnJjo2Oqfs9smlRJdPH5qpu3rgr2r8zEm1Lj/zbpKau9a3cRA1dzvaXGW81PWwe6KuZ2fZToi5R3A1NTorpZq/nutENTfZBfT/T8Mq0TTXOjZtrgMvlyo3bI+dbMa+PVJ+UR667j/8bQr9iKGa45Vri5r2rhVuTzTITs6mk7UpnFm0zc7s2a1M2cyPP5nxRJhmz5ypzv1pcU+3pERG51tdrGz04/8rDvyxj74K/mAUAAAAAAACAM+PFLAAAAAAAAACcGS9mAQAAAAAAAODMeDELAAAAAAAAAGfGi1kAAAAAAAAAODNezAIAAAAAAADAmTU/6woAAAAAP2+aTv/9wsXlWsaOw0nG6rRa/H04HXU9al2PPBcZKzHLWCq6XCQdcn/Roa5o7mRjkXVFpnmUsbquZWwuk4xVSbcuiaqUouuYS9bXMz2ZsymnhzTm5O5nBjWJUdCXi5z1yCXTJ1Wl211MTs7mfrNpWxGNMF0csxm3ajI5YvtE32+cdE7WJieLmD2VmVXZrQludpv+CjNuJev7VZWep2pIXT8W0/9hcjKpyf1TbmhK2ai8nZtvbqU0bVM5EuH78rF5Uh7zJ3+P3IvcuLm15NHE/Vwe2BQ3sao2VzVtq005l0NVv1yuMznZV/petdvDQjc8Z7M/66rEPLr7iZhZ51fr5XNaRERt+mT7r1/q4DvgL2YBAAAAAAAA4Mx4MQsAAAAAAAAAZ8aLWQAAAAAAAAA4M17MAgAAAAAAAMCZ8WIWAAAAAAAAAM6MF7MAAAAAAAAAcGaplFLe6R+m9F92XQAAAPBPsHc8dv5c+K/9pd+Usd/+7T8vY7uHBxnbXlz8YyvzVSn3VajjY8t9Fer42HJfhTo+ttxXoY6PLfdVqONjy30V6vjYcl+FOj623Fehjo8t91Wo42PLfRXq+Nhy567jv/lv/dsy9p/hL2YBAAAAAAAA4Mx4MQsAAAAAAAAAZ8aLWQAAAAAAAAA4M17MAgAAAAAAAMCZ8WIWAAAAAAAAAM6MF7MAAAAAAAAAcGaplFJ+1pUAAAAAAAAAgP8q4S9mAQAAAAAAAODMeDELAAAAAAAAAGfGi1kAAAAAAAAAODNezAIAAAAAAADAmfFiFgAAAAAAAADOjBezAAAAAAAAAHBmvJgFAAAAAAAAgDPjxSwAAAAAAAAAnBkvZgEAAAAAAADgzP6/9WfQ2ulN/PIAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1400x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1400x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(img.shape[0]):\n",
    "    show_image_comparison(img[i], img_reco[i], ids[i], CH_FORMAT)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "tf2",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.16"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
